{ "cells": [ { "cell_type": "markdown", "id": "ac10cf7a-b2b8-49b0-98a8-2800131016e9", "metadata": {}, "source": [ "# Assessing Calibration Range\n", "- This notebook shows how users can plot their data amonst the calibration range of different models to assess whether they are within the calibration range" ] }, { "cell_type": "code", "execution_count": 1, "id": "7efafc11-810d-46f0-9663-ddc07ee54696", "metadata": {}, "outputs": [], "source": [ "# First, load various python things. If you haven't installed Thermobar do so now\n", "# by removing the # next to !pip install\n", "\n", "#!pip install Thermobar\n", "import Thermobar as pt\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "cba190f4-91af-4b64-91a4-5cf39f5a9f1d", "metadata": {}, "source": [ "## Step 1: Load in data from your system \n", "- in this case some data from La Palma compiled by David Neave" ] }, { "cell_type": "code", "execution_count": 2, "id": "68bff4d6-9402-4d81-a14d-002af003f482", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\penny\\anaconda3\\lib\\site-packages\\openpyxl\\worksheet\\_reader.py:312: UserWarning: Unknown extension is not supported and will be removed\n", " warn(msg)\n" ] } ], "source": [ "out=pt.import_excel('teneguia1971_py.xlsx', sheet_name=\"Liquid\")\n", "Liquids1=out['Liqs']\n", "\n", "out2=pt.import_excel('teneguia1971_py.xlsx', sheet_name=\"Pyroxene\")\n", "Cpxs1=out2['Cpxs']\n", "\n", "out3=pt.import_excel('teneguia1971_py.xlsx', sheet_name=\"Amphibole\")\n", "Amps1=out3['Amps']" ] }, { "cell_type": "markdown", "id": "5c63f826-3e9c-404b-8bda-ce7885a97e31", "metadata": {}, "source": [ "## Step 2: The two ways to use these functions\n", "- You have two options, you can either use the function \"return_cali_dataset\" which will return the calibration dataset of each model so you can make whatever plots you want. \n", "- Or, you can use the prebuilt plotting function \"generic_cali_plot\" which allows you to specify a model, and an x and y paramter, and will make the plot for you." ] }, { "cell_type": "markdown", "id": "d2a7380b-0732-49f5-8887-7929dfc7092d", "metadata": {}, "source": [ "- You can see the different options using the help function\n", "- We will add as many calibratoin datasets as we can find - if you have one, please reach out!" ] }, { "cell_type": "code", "execution_count": 3, "id": "db0f97c1-af2b-4a4c-a6fd-9c0e6320e209", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function generic_cali_plot in module Thermobar.calibration_plots:\n", "\n", "generic_cali_plot(df, model=None, x=None, y=None, P_kbar=None, T_K=None, figsize=(7, 5), shape_cali='o', mfc_cali='white', mec_cali='k', ms_cali=5, shape_data='^', mfc_data='red', alpha_cali=1, alpha_data=1, mec_data='k', ms_data=10, order='cali bottom')\n", " This function plots your compositions amongst the calibration dataset for a variety of models where we could\n", " obtain the exact calibration dataset. see model for option.\n", " \n", " Parameters\n", " -------\n", " \n", " df: pandas DataFrame\n", " dataframe of your compositions, e.g. a dataframe of Cpx composition\n", " \n", " x and y: str\n", " What you want to plotted against each other. E.g. x=\"SiO2_Cpx\", y=\"Al2O3_Cpx\"\n", " \n", " model: str\n", " AMPHIBOLE:\n", " Ridolfi2021: Ridolfi et al. (2012)\n", " Putirka2016: Putirka (2016)\n", " Mutch2016: Mutch et al. (2016)\n", " \n", " CPX:\n", " Putirka2008: Putirka (2008) - entire database for Cpx-Liq,\n", " (not used for all equations).\n", " Masotta2013: Masotta et al. (2013)\n", " Petrelli2020: Petrelli et al. (2020) for Cpx and Cpx-Liq\n", " Neave2017: Neave and Putirka (2017) for Cpx-Liq\n", " Brugman2019: Brugman and Till 2019\n", " \n", " PLAGIOCLASE\n", " Waters2015: Waters and Lange (2015) for plag-liq hygrometry\n", " Masotta2019: Masotta et al. (2019) plag-liq hygrometry\n", " \n", " P_kbar and T_K: pd.Series\n", " if you want to plot calculated pressure and temperature against the calibration range,\n", " specify those panda series here, and it will append them onto your dataframe\n", " \n", " Plot customization options.\n", " -------\n", " \n", " \n", " figsize: (x, y)\n", " figure size\n", " \n", " order: 'cali top' or 'cali bottom':\n", " whether cali or user data is plotted ontop. default, cali data bottom\n", " \n", " shape_cali, shape_data:\n", " matplotlib symbol, e.g. shape_cali='o' and shape_data='^' are the defaults\n", " \n", " ms_cali, ms_data:\n", " marker size for cali and user data\n", " \n", " mfc_cali, mfc_data:\n", " marker face color for cali and data (can be different)\n", " \n", " mec_cali, mfc_data:\n", " marker edge color for cali and data.\n", " \n", " alpha_cali, alpha_data:\n", " transparency of symbols\n", " \n", " \n", " \n", " liq_comps: pandas DataFrame\n", " liquid compositions (SiO2_Liq, TiO2_Liq etc.)\n", "\n" ] } ], "source": [ "help(pt.generic_cali_plot)" ] }, { "cell_type": "markdown", "id": "f2af7a1f-d5dd-4ced-8868-3f276506e805", "metadata": {}, "source": [ "### Example 1 - Amphibole" ] }, { "cell_type": "markdown", "id": "3d2bfad7-cb87-4d9d-baab-7af9ce96cd47", "metadata": {}, "source": [ "#### Example 1a- First, lets use the prebuilt plot functions" ] }, { "cell_type": "code", "execution_count": 4, "id": "3820fad2-a63a-4806-8275-df235672a624", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Here we specify we want mutch, that we want calibration data \n", "# on the bottom, and alpha (Transparency) at 80% for our data\n", "\n", "a=pt.generic_cali_plot(df=Amps1, model=\"Mutch2016\",\n", " x='Mgno_FeT', y='Al2O3_Amp', order=\"cali bottom\", \n", " alpha_cali=1, alpha_data=0.8)" ] }, { "cell_type": "code", "execution_count": 5, "id": "7b21ab13-a76f-4eb8-bc31-57075f701cbd", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Here we specify we want mutch, that we want calibration data \n", "# on the bottom, and alpha (Transparency) at 80% for our data\n", "\n", "a=pt.generic_cali_plot(df=Amps1, model=\"Ridolfi2021\",\n", " x='Mgno_FeT', y='Al2O3_Amp', order=\"cali bottom\", \n", " alpha_cali=1, alpha_data=0.8)" ] }, { "cell_type": "markdown", "id": "3ccecd70-fec1-4e2b-bfc6-0da1612a8c04", "metadata": {}, "source": [ "#### Example 1b: lets load the calibration datasets for Mutch and Ridolfi" ] }, { "cell_type": "code", "execution_count": 6, "id": "644802a8-05ca-46a0-a21e-47bfd92b999c", "metadata": {}, "outputs": [], "source": [ "Cali_Dataset_Mutch=pt.return_cali_dataset(model=\"Mutch2016\")\n", "Cali_Dataset_Ridolfi=pt.return_cali_dataset(model=\"Ridolfi2021\")" ] }, { "cell_type": "markdown", "id": "0bd493de-0dba-4be9-acaa-7c4b017ad77d", "metadata": {}, "source": [ "- Now we can use matplotlib to make whatever plot we want" ] }, { "cell_type": "code", "execution_count": 7, "id": "4917fbbf-93e3-4887-9bde-cd40aa41c075", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'MgO Amp')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", "ax1.plot(Cali_Dataset_Mutch['Na2O_Amp'], Cali_Dataset_Mutch['MgO_Amp'], \n", " 'ok', mfc='white')\n", "ax1.plot(Amps1['Na2O_Amp'], Amps1['MgO_Amp'], '^k', mfc='red')\n", "ax1.set_xlabel('Na$_2$O Amp')\n", "ax1.set_ylabel('MgO Amp')\n", "\n", "\n", "ax2.plot(Cali_Dataset_Ridolfi['Na2O_Amp'], Cali_Dataset_Ridolfi['MgO_Amp'], \n", " 'ok', mfc='white')\n", "ax2.plot(Amps1['Na2O_Amp'], Amps1['MgO_Amp'], '^k', mfc='red')\n", "ax2.set_xlabel('Na$_2$O Amp')\n", "ax2.set_ylabel('MgO Amp')" ] }, { "cell_type": "markdown", "id": "ae6c0661-9637-4f48-b0e1-bdcb9898cf70", "metadata": {}, "source": [ "#### Example 1c - What if we want to compare pressures and temperatures to the cali dataset?\n", "- First, we need to calculate the P and Ts using the equations. " ] }, { "cell_type": "code", "execution_count": 8, "id": "f06cec09-5e01-4c2e-b47c-b1e45a40030c", "metadata": {}, "outputs": [], "source": [ "P_Mutch=pt.calculate_amp_only_press(amp_comps=Amps1, equationP=\"P_Mutch2016\")\n", "P_Ridolfi=pt.calculate_amp_only_press_temp(amp_comps=Amps1, \n", " equationP=\"P_Ridolfi2021\",\n", " equationT=\"T_Ridolfi2012\")" ] }, { "cell_type": "markdown", "id": "6790ef42-3ff5-4283-9ace-fb43f718f25a", "metadata": {}, "source": [ "- Now we can use the generic plot function to add the P_kbar onto the dataframe" ] }, { "cell_type": "code", "execution_count": 9, "id": "879ab25d-d763-460b-adfa-04944ccce4dd", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "a=pt.generic_cali_plot(df=Amps1, model=\"Ridolfi2021\",\n", " x='P_kbar', y='Mgno_FeT', P_kbar=P_Ridolfi['P_kbar_calc'],\n", " order=\"cali bottom\", \n", " alpha_cali=1, alpha_data=0.8)" ] }, { "cell_type": "markdown", "id": "dea6f77e-b710-4a05-bd26-5af46424ff7e", "metadata": {}, "source": [ "- Or, for Ridolfi, plot pressure and temperature" ] }, { "cell_type": "code", "execution_count": 10, "id": "6fa998b0-8065-46ec-864d-5967c4b74059", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "a=pt.generic_cali_plot(df=Amps1, model=\"Ridolfi2021\",\n", " x='P_kbar', y='T_K', P_kbar=P_Ridolfi['P_kbar_calc'],\n", " T_K=P_Ridolfi['T_K_calc'],\n", " order=\"cali bottom\", \n", " alpha_cali=1, alpha_data=0.4)" ] }, { "cell_type": "code", "execution_count": 11, "id": "57051d1e-1a70-461e-906b-4905fce5650d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "a=pt.generic_cali_plot(df=Amps1, model=\"Mutch2016\",\n", " x='P_kbar', y='Mgno_FeT', P_kbar=P_Mutch['P_kbar_calc'],\n", " order=\"cali bottom\", \n", " alpha_cali=1, alpha_data=0.8)" ] }, { "cell_type": "markdown", "id": "b8b5d7e1-eb55-44ba-81ea-55aa67882e0a", "metadata": {}, "source": [ "## Example 2 - Cpx" ] }, { "cell_type": "markdown", "id": "eec413fd-0df8-4272-85ee-37bc4b756a00", "metadata": {}, "source": [ "#### Example 2a: Loading the various calibration datasets, making plots using mpl" ] }, { "cell_type": "code", "execution_count": 12, "id": "443ab692-00f7-4893-93e5-111d5473f2eb", "metadata": {}, "outputs": [], "source": [ "Brugman_Cali=pt.return_cali_dataset(model='Brugman2019')\n", "Petrelli_Cali=pt.return_cali_dataset(model='Petrelli2020')\n", "Neave_Cali=pt.return_cali_dataset(model='Neave2017')\n", "Masotta_Cali=pt.return_cali_dataset(model='Masotta2013')\n", "# And calculate Cpx components for loaded cpx\n", "input_cpx_comps=pt.calculate_clinopyroxene_components(cpx_comps=Cpxs1)" ] }, { "cell_type": "code", "execution_count": 13, "id": "c631a9d0-57e6-4a50-aeb3-7de16fb60dac", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'T_K')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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S+IJS1jower2er776JOwyeBMP5oirDE1XsV1Dhozmk0+2UVISz7Rp5UiZRmPj3zjvvDHs358akDptjvgSZ5acnExpaTzbttVQVxfXwvLmqFifc86Z7N5dptpbKRRBJByKSTjiudpqzFokKY7BRilrijaJK4ucq4QFbXwm1dVgMsEtt3Rj9OgYtm59hZSUXObPXxNwGT0lT9j+Kvzpp8Pk5LwEQF7eJS06IDgq1gaDgYceuiMoSqZCoQgfNTXV1NVpxWWbmqoDOrcrS5Qzi5QrC184Cu4qlLKmaKO4ssi5yrq0Hf+Pfyzg7LM/D7oL0VMGqO2vQijgnXe8z4L11yKpUCi8JxxV76OijDQ1LbIuBxJfLFHfflsEZAFw6lSRdb2vBXedEag6a229K4EvKGVNETAiobyENwVsvS1yGwpZFApF5BIO69CIERdZlZ7i4sC69goLD1JYuM387qB1vTOrmMlkBCzKotHt2HDRkax3SllTBIxA9NBsLZ4SFiorK/nuu728/PJ+3nnnR7p3P4vU1L288sqzAVcwPcnSkX4VKhQK7/jss4/ZvHkwAImJgbWsQQOw2mZZw7lVLBGw1N08x8NY3+5nqs6a7yhlTREwAtFDs7U4cw/aWvyKi49y+eU6Vq++gK1by1mxYi8HDx7EZNLz7rt/Z+7cJ5kwYWBAFDdPrsqO9KtQoVB4R1RUKr17B6dvZn7+AB+sdhI4YrPsHnU/Cy5KWVO0CltFqFOnM/n009qIc/vZdmr46adKvvnmNDNn9iEzswIpoygtrSM//880NJzkxx//TJ8+RVRULG9hGQyFmzcSXMkKhUIjmC6/cJToOHLkELt2tYwVc2YVi41toLHxSgBiYhrcjvWV6upjnDw5wDx3nV9zdDSUsqZoFbaK0IkTBzh16hT79ukClqEYCOVFKyj7BYMGLUSvr+Crr+5n1qy9vP76CU6fbqKuLo7jx5dQVRVPbGws//xnOQ0Ndfzud5e1ONdgu3l9ySANd7yIQtHeCWZpCFeuwGA2Oa+urkOvH2Bebu7u6Ow+Ul9/yOkcgbjnJCdnWs890NbD9opS1hStwlYRSkszcPDgUyxZ8k7A5g+EgmRbULaqKgopE9i4sY64uAWYTKupq7ueqipJY+Nf6N49n169rmPnzr+06KYQCjdv9+65rF+/i//8p4aKinqio4Xd9nDWFVKKoqKj4SogP5iMHDnM7v/MHb7+T5aV1RAdPQ2ApqbZfsmn7gPhQSlrilbhWFk/kC2rKisrOXHiJHV1e6mvP5OcHL1TBcmT9c2xoGxqagonTjQQFZVKVZWRzMwEOneWHDqkY9CgSRw8WI+UCS0K04Yiu9NyPUeMWEBNTQ0HDz7M2LGRkYTgj6KobuyKto3zgPxA4MqC5sv/me//kzqgr82y7wTiB2MwrYftFaWsKVpFMFtWLVx4L7t3f8PWrQmsXPkTJ08aWLbsT07HWVyx7733DI8/vpgvv/zIut22oOysWXN59dVtGAwxwMM0NZVy8uQ8dLpk4uKa2L37r0RHxzF+/KUtCtP62xrLFwYOHIjBEMu2bTXExuoxGmPtboxtLYO0I1UYV7Q/fvrpZ6TUlDQhTgR0bkcLWl5mJsXHj5u3LrWOy8t8g6Jjx5zO4avlLyqqkaam31mXLTj7URXMmLr9+w8BSQCUl9cEbN72jFLWFK0iWC2rZs2ay7Zt3/PTT7FER99PU1MTVVV/bWHtAntX7PHjBj78cK7VGtW9ezJjxw6yWt0OHTqGXr+Abt1GUlNTQH4+XhejDUUhWr1ez5gxl1BU9AYAJ0/G2m0Pp2WqrSmKCkVrkTIBId40L1/mYbRvbNz4IaDFjxUWfkjJ8eNOcy6FVYFzhm+Wv86dUwGL96PZ++DsR5WrmLrA3AeSgELzcr6fc3QslLKmiEiKiso566zVHD16BwkJiWRlxdCtW/8W1i5o6YqVMtp64/ngg+Fceulejh07xV/+8gyHDhmJi9PM/wZDIXl5I+3mioRsTFuFTPvFGxkKkj+KolLwFIGif//R/PDDSUwmSUxMAzfdNCHoP16EEMTEaFX8GxuFh9G+YTAIunXT7lP+Btn7VorD9fj//W8HJtOrAOh0O9zOoUIZwoNS1hQRS+fOXdDpkikre5Do6GSXLlZHV2xSUvPXOi4unr599fznPzX06vUYx483cvr0I0RH7+Xcc7N58sn77OaKhMK+trT1G2Nbl18ROfzww0kaG19Hp+tGXd2lVredKwIRLxkTU0djY3BKTNTVnebwYc2CHh192q85fP0x5Gq80dhAVNT71mUIdlxZDc0WNeUG9QalrCkiEu2mcie//GU8eXlXub3ROrpiba1RZ52Vy+7dWrzHiRNGOnWKISNDsmlTb7ZuLWfhwnvtlDFXGZ+htripwHyFt3SU70pDQwNSfoeUR5DSs3ITiHhJV+UrbK/5zm2rOWWobTEmNyPDZawZQKdOemCT+Z2e2pZTeMTXz9rV+OjoRBITtWtVWzsYIKh136QsDtrc7RWlrCkiEsebirfKkuOD6+9/f4iHHrqD4uIS6ur+Qlycnt69cVl+w1XGp6ckBk/4quypwHyFt3SU74oQDUj5T6SUwOmQuNVdBdnbXvN3DUv9iDVr6ZIsKfk4cIJ7ge29Uogaq5IW+BZXikCglDVFm8DWPblp03J+85sXyc3NaqH4OD64LEkBTz2lzfPZZ5+xe/djgL0yduTIEZ59dj5ffPE2DQ3xfPxxLZmZedaMT8ckhoMHtQm9VcIizb2qULQ1unfPBu4xv3vYo1UpEPGSP/xwlKioEebl7db19lmY/uEoX25GhlMFLzcjo1XHcYXtvTI9/SLy8wdYZVFEHkpZa+dEQsB8ILB1T+7c+T3nnhvLzTd391nxcVV+Y8aMMVRVVRIbm0JZmZHi4h8pKdlq3c9VPTmLEnbHHSm89tpCrr32UWbNerjFdfa1oK4KzFd4S1v4rgTCVTt+/AUUFa02z3GBx/GBcAfX1zcA9eZ3ttmWtlmY/tFCPvP7M864CEuWKOyl6EfvLfj+YjCIDmGdbcsoZa2d014sOrbuybq6WM49N8up4uPpwaXX63nooWd5/fWX2LRpOVOmXMqECdPp0iWLkyeNDB78KElJDXz11TN2+7mqJ2dRwsrLvyEvr5zLLutOQ0PzdbYoyx9/vJWiop85dKicl18+xPnnD6aystKl4txe444UgactfFcC4ardtu0zq0vyyJFQFVKNA/5iXh7jUAvNs9vSWyXVdlxp6XGk1ALYgumStL1XnjxZzr/+5V02qCI8hExZE0K8CFwJlEopB5jX/RW4Cu1nyvfArVLKCif7FgHVgBFoklIOCZHYbZ5QtEgKBbYWMSn7cuiQdhNz7CTgzYNr4cJ7iYraxOzZTRw4ABs3/oX6+l6cPKlFnvz8s4nOnTPt9nFVT86iRF58cTLffnuSyy/viZTSep0tyvIf/pDITTcdpKamiRtu6Ep9/VYWLjzaJhVnhSIcuKr7FVxMwOfW5WMe4tAc8VZJtR0n5WB6994DBLdvpu29Uqfri05nnw2qiCxCaVlbDjwPrLRZ9z7wgJSySQjxJPAAcJ+TfQFGSSkDW0K6AxCKFkmhwLYgrcFg4KGH7vC7k0D37rl07pzMmWcaiImRfP99Ap07j+Tzz1exbt2DCBHN1Vdf4dVcFiXyww/Lqa2N4Q9/6MyLLx61XmeLsrx+/QEaGtL47LNkCgujEeIwv/71GJ/kVijaKoFw1dbU1FJXdxSApiY/Uif9ohZ4yGa5JXGAswpsvsaavbIqk1MGTRk8cKB5xrzMTLdZpRZa42p2lg2qiCxCpqxJKbcJIfIc1r1n8/ZTYFKo5OkohKJFUqhpbSeBIUNG88EHbzFwYA27d4PRmMbFF1/Jvff+2eO+zmIAn3pquVWBnDPnJ7vrbFGWu3dPAhqJi/sTeXnRbN/eslG8QtFeCUz82Cnq6y83vwtVba5k4Bvz8gDqwXnmJ5izVO3xtqh1Xl4X3n3Xnw4GzbTG1ZyYaFTZoBFOJMWs3Qa87GKbBN4TQkhgiZRyqYtxCCFmAjMBcnJyAi5kWyMULZLaGgMHDmTt2l7ceWcxDQ3wy1/2smtj5S4pw1UMoKvrbFGWv/++nLq6KGprY9mypR6TqWWj+NbQUWptKTouMTFpJCbuAUJt/fGvYC14r6QuXryAJUse9/s4reXXv77K7v6hiDwiQlkTQswDmnCdXnORlPJnIUQ68L4Q4oCU0mnetFmRWwowZMgQZz9UFBFIKLNW9Xo9zzzzH0BTcr79tpyrrroTIaoYNCiW4uKjHD9+gkOHBEuWfIMQjzN1qtbaxtcYQIsSZzAYOP/8Szl5UmsUHxeXwrXXzgECo1x1lFpbocZZrK15/WzgLrT71kYp5b3m9Q8AM9Dia38npXzXvP48tFAQSyXUu6UzU4zCJUajkaqqIsu7EB21Ghhqsxy5tMbVvHHjJ8CjABQWPhxo0RQBwGdlTQiRCNRJKQPy3yKEuAXtZjja1c1LSvmz+W+pEOJ1tP+e1hW5UUQU4cpatSg5O3duw2i8hzlzzua664r4+ms98BgxMZ2JinrB+qvT3xhAxwSFsWML/FaugmVFU9Y5pyzHIdZWCDEKuAYYKKWsN/+IRAjRH5iM1kenO/CBEOJM873y/9As/p+iKWtjgbdDeB5tnvh4I0bjjQBERYVGWRMilaioTwEwGs9Hyh9Dclx/aM3/q8HQSLduWp/ksrLGQImkCCAelTUhhA7tBjQN+CVa0Zk4IUQZ2k1nqZTyO38OLoQYi5ZQcLF00T/ErBzqpJTV5uVfAY/5czxF5BLurNXExGSamnRkZydhNKYRFXUGQgyhoeEgCQnNZQKCEQNYWLiXsWObfxF7uuk6s6IFIoBbWeda4izWFrgDeEJKWW8eU2pefw3wknn9YSHEIWCoOZs9RUr5CYAQYiUwAaWs+cTp07U0h/K7TjCwL6/RjKf2T86IijJhMr1tXW5q8mn3NoNeL6mpKbAuKyIPbyxrW4AP0DI190opTQBCiM7AKOAJIcTrUsr/uJtECLEWuAToKoQoAR42zxmH5toE+FRKOUsI0R34l5RyHJABvG7eHg2skVK+4/OZKiKacGWtWpScpqYKoqO1X5SnT+uIjk7h9Om7MZm+JyYmlby8i4HAxQDaKlcQ22olqbVWsFmz5rJrVyGFhQUkJXUhN7dV07V3zgRGCCHmA3XAH6WUnwM90CxnFkrM6xrNy47rW6Bibt0RDVxkXnbdt7L4eOsC9W1paqpGe1SByVTtMvMzEFXfWtvBwFVrLG8YP/5iG6v6xV7vpwgd3ihrl0kpW9hFpZQngfXAeiFEjKdJpJRTnKxe5mLsz8A48/IPwCAv5FS0YcKVtWpRcmzLgcTGxjJ0aDwHDhwGupGff2bQjgtYrWreEoyK9UVF5aSnP011dR1lZXO5+OKRAZm3nRINdALOR/M2rBNC9ML5c1y6Wd9ypYq5dUM8YAmNGOBuoEvMP/qteLa26bHEcsE8t9mgrcUihxD5QKF5bT5Fxwpd7mNLa+rQqZCHyMejsuZMUfNnTCSjYnXCT7izVp0d39u4stZ+f3xVvmznr6ysZN26VQFJzBgxQgukLi7OV/8D7ikBXjPH2O4UQpiArub1Z9iMywZ+Nq/PdrJe4RNNwCs2y77jqGh5trY1Ae/ZLCsU4cHrBAMhxO/dbZdSPt16ccKDitVpe0SSgt3a748vsjued5cu5QFJzGgL/SUjiA3ApcBWIcSZQCxwAngTWCOEeBotwaAvsFNKaRRCVAshzgc+A24GFoVF8jZNPfBXm2XfcbSAuXJf2se9/eBxfCCwP6bvRXHT0+OsFrX09FC141KECl+yQYegmfzfNL+/Ci0jM3LTYxTtlkAo2I6Kj2Vey3tPCoyl3Mi3335FU9NBzjgj+IFejud9zjmBScxQljTnuIi1fRF4UQixF61V3i1mK1uhEGIdsA/NDHOnTdb8HTSX7ngblVzgNfZKTLHdel8TBlpY1lyMcxn35mKfQKhGrY218yVGTdH28EVZ6wr8QkpZDSCEeAR4RUr5m2AIFkqUVaHjMWvWXF59dRt6/QKSk+OxhE/aKkLvvOPeQrVw4b188smn1NdLPvtsIjt3Gpk6dUJAZfRkPTz77GG89dbLmEzfsHFjIqNGzQ7Y8RUuY20BbnQxfj4w38n6XfgbaBVgIskq7Q2+KjEu2z8FUigHMn1sLRUM2tLn2ppkCH9pS9fHGb4oazlovyItNAB5AZUmTLS1D03RegW7qKgcvT6fpKSRVFf7V7Kve/dcTp/+gquu+hvHjxs4ePCpgH6XbK1ohw7dxrp1qzh69EuOHbuKrl270adPJu++u4ZXXjnJ009H09TUyLPP/p5p08ar77TCJe0t7MPxIezK8lWM925Qd0RqLeO29Lm2JhnCX9rS9XGGL8raKrRg2tfN76/Fvim7QhEyAqGMJCV1oaamAIOhkLw8LfvRFwVwyJDR/OMfrwFw4oSRlJTO1m2B7shw+PBBGhp+ZuPGvmzdWs7+/THMn7+Af/xjARkZmTQ15REV9TSVlV9RVPTfkHaEUCjCxdixBWzf/hGdO/8T0Krv1+Hc3RmsLE6FIhR4raxJKecLId4GLGrwLVLKPUGRSqEIMpoyZvk1PtIv5W/gwIHExMSwadM9REfHMXp08y9Ei4vUZNLz3nvP8Pjji/nyy498ltGiPGZlJdG3r75FbJqtwlhXJ4mNjQ/Y8RXtk3CEfQTLBZWbu4TNmweTlNRcfd+VGzQPKArIUSOTthTOE45kiLZ0fZzhTQeDHVLK4UKIahxqBgkhpJQyJZgCRhpr165l/vz57N+/n379+jFv3jymTHEV1qKIVJw9LHx9oDi2kLLF4iIdNGih1UXaGhk/++wzdu9+rEXRYIvCePLk15hMV9GlSyfy8i6ke/ekVh9f0T4Jh4u8NS4oT4VodTr76vvltN6K1toCtf6QoNMhTCan672hLYU+hCMZoi1dH2d4U2dtuPlvcvDFiWzWrl3LvHnzWLZsGcOHD2fHjh3MmDEDQCls7YBAxjS4c5H6g6uiwa4Uxs8++yygx1coWkNh4UEKCy2xoQd92tddIdri4gJ69eqKpdnDkSPxfsnn+EOtuUBtHtDNPKqMomNFfs3njaJw2mRyfp5OFLhgHF8R2fjcyN0WIcQcKeUzAZIl4pk/fz7Lli1j1KhRAIwaNYply5Yxe/Zspawp7HDnIvUHX4sGB/r4CkXraABW2ywHhnffXQrA/v2bWzXPxo2fYOlUUFj4sM2WaIT4BQBSem8NCncwe7iPrwg8rVLWgN8DzwRAjjbB/v37GT7c/qE3fPhw9u/fHyaJ2g5tIeA9kDEN7lykoSDcx1cobMnPH2BVHoqLm5WH1lqAfHV3usoGNRga6datOe6tmWi0FtUAH/okm0IRSFqrrHWYZJq1a9eSkpLCjh07rJY1gB07dtCvX78wStY2WLjw3oBU2g8m4XYVtAWFVqHwB9sfQkeOHLL2wy0sPMi4cVsAWPvvBJYsebzFvsFsnh5ljgfT6+3j3prR0Vwerzl2zJOSGe5g9nAfXxF4WqusRWbBmSAwf/587rzzTmbMmGEXszZt2jT+9re/hVu8iKd798BU2m9L+Kp8tQWFVqEA3y1itttte+7u2tXsqahqMLi0lPliQXOn3F0yZqadhc9S+Hr8+Ittzufi5n3iICpqIQBGY/Ncrt2mGuH+4Rfu4ysCjzfZoJYs0Bab0FqndAj279/Pl19+SX5+PrNnz7Zmgx7zsd1JR2XIkNHs3v1Ri2zG9oyv5TM8KbSulD8VTNyxCUc1eF9jomy/o9u3f2RNNigvL+GFFwLb2MFdQsKuXYUUF89l5Ej7/xHL/4xFzrFjC8jL60JTUwMNDXsA0OmaY+1cu039JxwZqBbUPSTy8ZgTLKVMllKmOHklSylba5lrM/Tr148dO3YwZcoU9u7di9FoZNGiRfTq1Yt58+axdu3acIsY0QwcOJAfftCyGQ8fTmfgwIHhFinoaOU7YjnrrIX06rWA+voEt+M1hVZ7IOze3cB559krtAsX3ktDw2rmzBE0NKxm4cJ7geYHZ27uEusNV9FxsFSD79Zth1VpizRsv6NGYxRassFqQE9q6l5SU/eGRI709KcpK9tGcXGBU/egRc6d295gyZLHMRq/R8qdSLkTo/F78jIzgWa3aU1NgYPb1H+Kjh1DSokQA4iOriE6ugYhBvjc/9SvY6t7SMTjjWVNSA/9NbwZ09aZN29eCxfojBkzmD9/PpmZmSoj1AO+ZjO2B3wt3+GqPIcFX13JKgauY1BTU0td3VEAmppqQ3LM1sREJSUlM26cZpVrrVXN11i2ESOGUlyc77Hv7ymD+36kycnxlJYWApCe7l+5EFdER0eRmJgIQG1tVEDnVrRdvLGMbRFCrAfekFIesawUQsSidTO4BdgCLA+KhBGCRRG7+uqrOX36NP369WP8+PHWArkJCQmsXbtWKWztHF/cBb6Wz/Ck0LpyJbt6cKouBh2DpqYqGhquAECnqw7JMX11kx05csgan2Y0VlozQqWspqIiP6CyRbkoLpsSq3dpUbNg+7/kjpycPowY0TK71UJr3IqJiUZqawdbl0OBSkiIfLxR1sYCtwFrhRA9gQogHogC3gP+3lHaTk2ZMoX58+ezaNEijh07pgrkdkB8idUJdPkMV5Y3Vw+CQHRR8BdfH1YqZsZ/0tKyrE2xy8ois56eo3JzYM8bFDuJz4pHizlzXOfMgpabkeHURZgY5dwa1dRU79GiZvneCbHU7ThPtKbO2alT37Tq2P6g/t8iH286GNQB/wT+KYSIAboCBillRZBli0gs7lCdTqcK5CqCgivFxVdXcqC7KPiCrw8rVcTTf/T6GGpqtlmX2wLFx124GXHehH3MmJm8995HxMRosW2NjQMoOuY8zs1dJ4BA/SiwtRSGqrelomPjU4KAlLIROOrPgYQQLwJXAqVSygHmdZ2Bl2nusXuDlPKUk33HAs+iWfP+JaV8wh8ZAoFFEZs2bZoqkNsBCYW7IFCKi+pi0DEYP/4Cioq07gB5eReEWRrnfPbZx2zePBjwz7WXl9cFIWpoaNBcpjqdf7F5gfrf8uQGVW5FRaAJZTbncuB5YKXNuvuB/0kpnxBC3G9+f5/tTkKIKOAfwOVACfC5EOJNKeW+kEjtBIs7VBXI7Xi0JXdBOLsY+PqwUg83/3H1nfSmpEeo3M9RUan07t06V2337j1oLlDbbFVzPAd/sMxRWLgXiG11Id7WXEcVEqBwRsiUNSnlNqF1xbXlGuAS8/IKYCsOyhowFDgkpfwBQAjxknm/sClr4D471Blr1661JiP069ePefPmKXepwintwcXi6wNGPZD8x9XD3VLSQ1t2riC1FfdzUVE5BoOgWzdNVluFz5dzcPWjwDJHYWEBMI16LnZbiDeY/6Nt5TNRhBavlTUhRDzQBy2k4HtzLFtryZBSHgWQUh4VQqQ7GdMD+NHmfQkwzI2cM4GZADk5OQEQUcOZsjV//ny7Arnz5893qoCtXbtWJSMovMaTi0WhAMjLzHQapP/OhhdDUpvLF6qrj3HypGYVi4mp89lyVVh4kIqKY5w8qd36dTr/aoEVFZV7Za3yJJ/6H1WEGo9FcYUQ0UKIhWhK0grgP8CPQoiF5oSDYOPsf8ZlTTcp5VIp5RAp5ZBu3boFRACLsrVo0SLq6upYtGgR8+bNA7AWyLUob1FRUQwYMMCuSO78+fOtyQgxMTHWZARXVjiFIhzMmjWXsWMLGDu2gFmz5oZbHIUHLEH6ji+LApeeHkdZ2XDKyoa7tP7k5XWhuLjAY0mL1pKcnMlZZ+3lrLP2kpycae0y4PiqR7vh2740yRuIjk4mIWEDCQkbiI5OdnkO8U7mEGhZpa6Kvlrm0NyrD7uVL9iE6jNRtC28saz9FUgGekopqwGEECnAU+bX3a04/nEhRJbZqpYFlDoZUwKcYfM+G/i5Fcf0GVtlC1pmfnqynO3fv18lI3RwfGkJ5Gv8VqBiXJT7pX3h6jvm+H3xVM7C2fcrLq4PjY1aMdiYmDrq6w+53b+8/BTl5TcDKeh0lT6dR5RO62pYX19Pff1p89p6azN4x3NYsuRxn3qJQks3vBDuRnt2g3rzP+lqzL//vc7u2rbHEIFwtEhr63ijrF0JnGnboUBKWSWEuAM4QOuUtTfRiuo+Yf77hpMxnwN9zTXefgImA1NbcUyf8aRseVLmLK2q2koyggpwDTyW+KFjx0o5dOhX1t6Dzq6tr9fbmZIVis9QfU/aJoEoq9LYGG9XRsPT/vAgkAA8DJx2O97yqDnjjFFYmqU373eL+f1pv35YBMpa5ckN6s01djXGl2vbVvEmnlJhjzfKmnTWSkpKaRRCeN1iSgixFi2ZoKsQogTtv+8JYJ0QYgZwBLjePLY7WomOcVLKJiHEXcC7aKU7XpRSFnp73EDgSdnypMzNmzePyZMnk5yczOHDh+nZsyfV1dU888wzITsHX1AWFt/xJoGkqmotRuNjNDV9y9dfN3H0aGbQ5PHnM/TVoqe+JwpviYtLQK+/hoaGTej1hZSX/+Bxn/z8M8nN1ZqlFxefSUlJKTqd9oA3mfzreuCLFVGhiCS8Udb2CSFullLaltxACHEjmmXNK6SUriLpRzsZ+zMwzub9JmCTt8cKNJ4yP72xnMXHx/PCCy9Y958+fXqoT0MRJLxJIImPr8Bo/ANvvLHaOubGG2/yukWZKytWc5B5c8V1IZaSEqsnd7r7B5OnuZXlrH0SiLIqMTF1VqtPTIz7XLO8vC5ERz9Kbe3D6HQNpKdnUe6FPuR4XJ2u1kZJq7FatAIZ19X8A8R9BwNP19Cba+xqjC/Xtq2Snh5ntai11Yz3kCOldPtCy8b8DK2sxt/Q4tQ+BHYCPTztH87XeeedJ/1hzZo1Mj8/X+p0Opmfny/XrFnjdJ3t+J49e8rNmzfLhoYGuXnzZtmzZ0/rmPz8fLl582a7Y2zevFnm5+f7JV+wKSh4QI4ZM1OOGTNTFhQ8EJRjuLuebQ1vPl9/vgO216hbtyw5evQaOXOmlGPGzLSOAaR08gK8/gzHjJkpZ86ULeZ2td5CKL4nvgLskhFw7wnEy9P9K955DLyMN3tDAkla2gAZEzNIxsQMkmlpA3zat6DgAZmYeK6MiRkk4+L6yX79LpUJOp1T2RN0Out+/fpdKrt0uUjqRYzTsbkZGU6Pl5uR4dN4Wyzf+U56/+ewnHOk/W8o2gau7mFe3ziAS4HZwO+A0d7uF86XP8qaJ8XL3X6ulA+dTicbGhrsxjc0NEidzY2pI+HvNW4tlhtodvYlMjv7Qq9vpK4+W8t6IUSLz9zx8/X1O+DsGvXo0VOOHr3Ga2XNW/xV1iKRjqSs+fvZW5SgLl0ukv36Xep2rJRSxsb2ltBfQoWEChkTM8jjPraMGTNTwjoJVRJukjpds7LnTgns0uUiefbZgfmOe4ujkhUb21sKkS+FyJexsb29nqct/u8oIoNWK2tt8eWPsubKAtKpUye/rUBtzbIWbMJ1PSw30OzsD2V29kyvbqSuFMu77rqrxfr09HSZl5cndTqd7N27t8zOzrbO48s5r1mzxun3bfPmzTI1tYudghmIB5krK0BbtA7Y3uiAbOni3gBc5WpbpLyCpazFxQ2UiYkfysTED2Vc3EC3Y6WUUoh8CYPM0/urrL0sdTophZgphWj+zmtKmpRpabLFvOFQ1hzRlDQpY2OlndyeUMqawl8CpqwBlwEvAIPN72f6OkeoXv4oa+4sIP5agcJlSYpUwmVp9EdZc6e8265fs2aNzMnJsfuMc3Jy7Kxwjt+B7t17yNGjr7Gb2913paGhQQqhs1Oi3D3IfLWgtAcclLVvgTzpcF8AbkMr7B32e5S7V7CUNXcKkjM0ZW2AWWHr75cbFM42799P6nS9vJLF8v1ti8paW/yho4gMXClr/rSbuhO4FXjQ3Ih9sB9zRCzukgVsC9paynJ4g2WcN90OOgKhLGVim6WZkZHF0aOXAUagwas0fleZvhUVFXbr58+fz/Lly+3Ktyxfvtz6PbH9Duzbt5/MzH707/9XoqO3WueYNWsur722nJdfXu20DExmZiZdu2bYZWG6C4QuOrAdg2wEoLy8uXZUbkZGxFW4DxL3AO8LIcZJKb8DEEI8gFb65+KwShYCXCWImEw1VFZaOgHUuB0LWpB7Q0MTkAhIsrLSfU4+SUzU09BgQqeDXr3ybNYbqa0dbF0ONr7K7W/zeJWMowg4zjQ4dy9gqc3yE8Dnvs4RqlewYtY6crxZIAiVpTEQx3FlWUtJSbFb74u10F2MmLt5MjOz5OjR19jtnxKrdxkIjQeLhKtA7E76RK+vT6SBw69StGzzQ2gdwJ8BPgI6ySDedwL1aq1lzdX3TIvZ/ND8usTtWAsWl+TZZ2vLvrj5nI31JgkgGG5Qb+VuTZKCQtEaHO9hlpc37aayHVZttFn+GFhJO2LKlCnWnp/x8fFMnDiRqVOn2lnBIrmgbVvAco1vu+024uLiuPrqq2lsbAz4cWyLFb/66qvMnj2b4uJi7rzzTrt2YI6sXbuWAQMGEBUVRWVlJdOnT2fLli00NjayZcsWpk6dyqWXXsqMGTPYsmULq1atIiUlhfj4eLtWY66+J+7ayWRkaFZHW3bs2EFqaipPP/03+vTpT2HhXtavH86mTaOYcuscpw96byxnrtoVnTJ4b0GIdKSU/wOmo2Wz90JLjjoVTpkChaV/pfP2TO5oAFabXw3BE9ANnlpl2ZIYleH0PHMzMiJCPoUiJDi70du+aMNxH/6W7rBFxZsFh2Bk3TpuF0LIhoYGt8dynG/gwIEyIyPDZeJAp06d5Lx586zHys7ObjG+Z8+ect68ebJHj2w5cOBor+NWCgoekAMHjpbdu/doEdtmOU9PlgHb80lKSpJrXFgkPMW7tVWwj1mrBqrMfxuAWpv3VTLA95tAvzzdv+KcWH4AGWf+/FzFTQnRS8LVEq6WQvRyO1ZKKXW6XAk5UssI7d9i2VOWZEHBAzI6ur85q7KPTEsb4NV3zzHmUpNDO65Ol+v2mO5k8SaWrD3+bwSKjhgLG0rwN8EArTjtd0Bfm3UPAN/gJtsqEl6BUNakbBs1wSJJRm9kcedeFELI1NRUOWDAkBbzulPwLNvnzZtnLanRu3dvmZeX5/RYqampLRStjIwMqzJmO9aStenopvR0HllZ+S3KbXhz/bp1y5I6nU5mZeXLgQNHW7cNHDhaZmU1115zrPfXo0e2/fXJyGihsAEu60hZFIAEXUybDIx2daNz9yJC3aLBSjDwNWheU5Bmmqd/2ZxwUGl+P8irJAXHRAJ/ZNeUNCl1Om05mChlzTWOLnFFYPFbWdP2bZtxH4FS1iKdUMaAeVLCvJXFUpvMdi7HrNvMzEx51113WfdxV/7CttxFWlqanDdvnnUei4XNFi2zUnhVTsM29sxRBm+yh3v06GlVuLxVqm1/vfbokW9VPjMzM30vvpyU1OKB4/ZhZGN9a2v4qax94Wbbi0ApsNfJtj+ar2VXm3UPmO+V3wJjbNafZ/6Bewh4DhCe5AqWZU3LzPyf+XW227Ha+P4S+km4SMIQCbk+KWsFBQ9IIfJldPRMGRv7gFLW2jhKWQsurVLWtP0ZDpxAa74e7+1+4Xx1FGUtFHXLvFXCvJFlzZo1Misry6nr0HacpUSGBVeKkRDCbc0zx2QAy9zx8fEuFUZX8jteh969e3s8382bN8usrB4+KdWWIPDOnR+SmZlZ1jndHcvd9bF9mHfSJ3qlrFmCz9sSfiprX7rZNhL4haOyBpyB1q+42KKsAf2Br9DCxnoC3wNR5m07gQvQwq3eBq7wJFewEgw0ZWuQ+ZXrdqyUFjdoPwmHzK9+0tYN6qmUx5gxM2Vs7Dqp070ihcj32g3qSCDcoN6ilDXXKDdocGmNG7TNxn10FGXNn+r4vrpMvVUIvZHF1VxpaWktsm6FEB7381TzbN68eS0sUomJiTI1NdV6DebNm2dVGBMTE2Xv3r2txW1TU1NbuBst1y8uLs5pzJqz7GFvr2FBgWZ9SEz8WaaknG3dx9O1tZxHXl6eFELIpKQkmZGRYVec14J3ytqFLfaLdAJtWTNvz3OirL0KDAKKbJS1B4AHbMa8a1bQsoADNuunAEs8yRUsZc2ZZcTXbFBfHtj+ZoMGA29j1lQ2qCJctNqy1hZfHUVZ87U6vj8uU28VQm9k8XYuR8uaK9m9iSObN2+e1U2q1+tdJgWkpqbKHj3sA/wzMjKcJjKkp6fLnJwcq0XQYsVzFvNmsfJ5c95jxsyUCQkXyoSEmXYuXFfXtlu3LDlmzEw5YMCQFkppTk6O7Nq1awv5W+MGjeSCn9gnGERLL+4TviprwNXAs+ZlW2XteeBGm3HLgEnAEOADm/UjgLdcHGsmsAvYlZOT4+lc3SprrhQqZxYqd5+pFtzfSwqRL3W6AbJfv0tlXFw/mZAwUyYkzJRxcf3cyuk5ecE7a5m/rZ9s8bWzQCR/18OFsqwFF6WstVPWrFljtaT07t1brly50q0C5q/L1Nv9vFEGXc2Vmppqt59jzJplfkeroK9xZElJSS7PxRLHZnscx9ZRlnNw5gJ1ZsXr2rWrTE1NtX5GttfC2TUcM2amPPvsB2R29kyZnNxsNXTdBUFr8N6tW5bT8+rdu3eLY3ijrLl6OCUmnivj4jbIuLgNMjHxXLtt4X64OShrbpUwm3FfethuVdaABOAzIFW2VNb+4URZmwj80omy9l9PcgXLsibEABkdXSOjo2ukEJoL093n1qXLRVKns+9g4GsXBNfxc67j0Bz30dy3F5lfuR6P6QxflTXVNqolKmYtuChlrR3i7OFtcXu5spT52+rJ2bFs48KcNTh3V17DmUI3ZswY2alTJymEkJ06dWqhqHkrm7s4MncJB5ZyFytXrnR6XW3PQ6fTuY0Rs5x/dna2POOMM1pYu9wp1bYPqc6d+8vOndOtbtmMjAw79+3AgaOtDxMhXH+2jp+vKzePJWjdnbvH3YM63A83B2XtS+nFfQLo7GG7rbJ2DlrCQZH51QQcATLbihvUWTaou89Na/k0yKxQVcmYmEEyOrqvFOIaKcQ1Mjq6r8fPxXX8nGtlzXEfzQJnOU3/Egx8/TER7u9zJKKUteDiSlnzp92UIkKwLfoKWmuitWvXum2F5W+rJ8eWWd27dyc+Pp4XX3yR4cOHs2PHDmbMmGEd666VVqDbbzmTbfr06SxfvtxOtqlTpzJjxgxyc3OdXoOUlBSSkpJ49NFHPV7Xfv36UVdX53SeXr16sXfvXgAGDBjAokWLWrShuvrqq8nNzXV63ratagYNuowTJ2p44YUXrOdy44038n//939MmTLF3D6nAIDMzCyn8vTs2ZP4+Hi7Y7Sm3ZRO10BDQ4F12baFT2HhQXJz/Z460HQTQvze1UYp5dPmvye9nVBK+Q2QbnkvhCgChkgpTwgh3gTWCCGeBroDfYGdUkqjEKJaCHE+mlXuZmCRPydki6UorrP1oBVftnw3bIsv63QGGhsHW5c9kZ4eR3n5KUymanTmMuqZmT0Ay6V92B/xzcevxWRy387plVWZnDJYitE2n3FeZqbP32Nf20C5uoYdmfT0OEpLh1uXFSHCmQbXXl7t3bLmj5UsUGU+QpGB2hruuusumZaWZi1kK4SwxpM5uwZZWVnyrrvukmvWrHFrebNgG7NmO0+PHj1kenq6dV1rm9ZnZfXwKR7RWTP59PR0a5uqQLgnHWNWbK0P2dkXRpIb9CjwJzRtosVLenEPAdaa52kESoAZDtuLsC/dMQ8tC/RbbDI+0eLW9pq3PU8ASnfgZ8aiM+uSJ4uTxfWpWVUHhCT2y7KPv+epULRFCJQbFLjc133C9Wrvypq/ClMgCui2VgkJNq6SDCwlQ1auXCl79+4thRAyLy/P7hq4KqLrLD4vOztbJiUl2c1jub5C6GRqaqdWKbX+ZPp27ZpuzQZNS+ss16xZE1R3TiS5ivAjZi1SX61R1saMmWlVpFvGiZ0hm0tvnOFWYSsoeEAmJp4rhegjhegvExPPNceP2c/hCVfKmjdJA+FU1hyV1FDgKoA/3PGgnuRrb8cMF4FU1trMDbC9K2vhbIUV6ZY1b+LJWlvY1xOu2kf5MperpAFvrrPtzT07+0K3ClVrHgSR8hCRsoWy9qUMw30nUK/WKGszZ2rxRK7ixKDBPDzfus2Z0j1mzEwZF7dBRkfPlNHRH8q4uA1+xY85ax4vpXfdFMKprPmaSBEIXMWERcqPonDErHWkODlXylrYY9aEEGcBL9us6gX8SUr5jM2YS4A3gMPmVa9JKR8LkYgRS6Bjv3xh3rx5zJgxg2XLltnFhc2fPz/ox/YGV7F5/fv3t8aTuSJQ19USH2OJd/N1rlmz5lJXl8LUqbeyZs2/7a5zaWkTsbGDAUhMNHLq1Dd2sWNarE05ublLACgsHEVxsevYG9uxlhgdb5g1ay4bN36CwdCIXi/Jy7vY631DwOhwCxBM4nEesxYPLF2qbbH8BcjLfMMc41UH/BbQmZeDj8HQSLduIwEoK2sMyTEVivaEV8qaEOLfaL9kBJAjhHjRsk1KeVtrBJBSfgsMNh8nCvgJeN3J0O1Syitbc6z2iKdg/mAeF8KjKHpDa5XJQF5Xb+ZyVLQWL15AUVE5PXpcR2npTiZMuJ6amlPW6zxt2nyiot4GoLLycsC5wmUbnF1SstV6vHUrn+Pk6ZpWn5sm86N06zaSmpoC6zlEAtKHxIG2iEGzHiJEPvAJcfShnjLq0G7WjojjliD9aOBy8/JWq/LuLJg+L68L0dGP0tBQDewgLi6OvLyxaDXR881zVHuUVa+X1NQUWJctxMTU0dg4wLocaSQmGqmtHWxdDgWuAvgjJdkhHAkGKqnBS2UNWG6zPBxYEXhRAO2X8PdSyuIgza8IIOFSFL0h0pVJR1xZtkaO1KxzxcUFvPPOEuv6adPmo9NlAWB08QzJy+vCu+8ed/7gNtS2GGs57s5tqxFiaYt9cjMyWpVFqggWtcAV1FNm/UXtjjFjLiE39wYAiov/Z7UAO8uUXLx4gcv1vjB+/MU2P0aara/19Yc87pubkWGjaNqvDzanTn0T9GM4sm/f/5yu9/WaBwtX8rW3Y0YaXilrUsoPLctCiGrb9wFmMlr2lTMuEEJ8BfwM/FFKWRgkGRTthEhWJr3B8Zd0//6jKS2tp6amGimraWgYCAiiouqcjl+8eAFLljzu1bFsHwRCLPVgmbGXcfv233L8eDQ6neTIka6+naQiACQAK4E+Xo321UITF9eHxkat9EtMTB29e+fy7belSCkRwsBZZ+V5fJi6UjQs32nQLCbO5lE/ECILZ14AX/Hmc1fY40/MWkPApQCEELFobVwecLL5C7SS1TVCiHHABrQaRs7mmYnWsoWcnJxgiKpQBATbm96RI4cA+weo400wPr4/UVEjaGw8CXxPdvYzGAxzmTRpvNPxocDirrVYBS1xcYpQk+D1SF+/J42N8cTE7DUvD6C0tB6T6Q2EOAOT6WJ++MF/b3NpaT3duu0wLw/3ex5F6PA3vtUW9bn7js/KmpTy/GAIAlyBlmna4ue7lLLKZnmTEOKfQoiuUsoTTsYuBZYCDBkyxJmBQKHwiUD8knSG7U0P7N2czjCZYtHrl9DQcBQpJzBu3EiKi/Mjwj2ybdtcamrKMRgKmTVrbkTI1HE4jfY71zsC9X0WIgYpdZhMnm+zwfofUig6CmHPBrVhCi5coEKITOC4lFIKIYaipTFFTiSzol0TiF+SvuLs4RYbq8NgeAOTqREhaiguLnDrxsrLzARaxjA5NhhwzOj0lby8Lmzd+jbwCNHRV7Bx47M+z6Hwn4SEBIzGOOo1rxK5OI9bs8R4+fp9dkwC0DoaXIXJJAADMTGeA75dHdNorOT77wcDoQvgV7SOQCQ6qIQB34kIZU0IkYCWnlRgs24WgJRyMTAJuEMI0QQYgMnmeiQKRZvF1U1v1qy5vPrqNvT6fJKSumD5XZKT04nS0r8CkJ6e6dYSN2vWXIqPu0guQGtJZGnX45jRCR/7dB6LFy/g1Ve30a3bNQCUlT3l0/6K1iFEPPD/iKcQQQXxLsYdP34cISxqXHMCSXNJD+c4SwKIisrDZEoE4qmrc94myhuGDbvQaxd6R7fORcr5B+K4KkbNdyJCWZNSnga6OKxbbLP8PFqLFoUi5AQ6Zd7TTbeoqBy9fgFJSSOt5Q5mzZpLaWm9VYHLyXFvWPZUQqMO5wkDACmxekRDy56RKbH6Fi5Oy7nU1JzEYBhF585n+mWdU/hPfHyCWVE+RVnZcMrLP3KppHubOOIJk8nkdNkVR44cYteu1llSwmHhjiQ6+vl3dLxW1oT2860P2v/791LKyCuKo1AEgUD/gvXmppucHE919TYMhkLy8kY6VeBaSxw4tbR00idSUPCAVeHbseNzOnV6BoCNG+2bdlvOpVevnZSW/p78fPvSDIrg46qGWSCwKOOFhXuBWPLzzzT/YEkGvjaPGuhxnpycPowY0dKC5ssPocLCgxQWbjO/O+jbifhJIKxZgbKIFRbupbDQcu3cF/Zub0SKVTGceFTWhBDRwALgNqAYLV4s21wod56UUpWjVigCQHNpjlqiorYzYsQI8vJGsnjxAsaOLWihwDnuB81p8N5YAOtxYWkx1NoplJs3DyYpyXX1+e3bd1Jd3Vw+pCPeSMOJYw2z5Us+dhqz5o89y/I90JSEaeTmjrT5gaHzU2J/aQBW2ywHn0BYswJnEYsFppmXH3Y3sN2hrIreWdb+ivYzqqeUshpACJECPGV+3R088RSKyMfXX32urAmWdPZu3aCsbLhdTNqRI4coLf09oClktsdwlgbvqcZang/np9M1uLTc5OV14f33b0XKGIRoYNWqDUpZCzGO13vJksddukEDRzUwwGbZPZ999jGbNw8G7BMJfHkI5+cP6NAlYvLzzyQ3V/vRVFx8ZpilUYQab5S1K4EzbQP6pZRVQog7gAMoZU3RhgmEed3XX32Ox7DIUFVVg9G4k8zMoS32ceVGcsWsWXM1N6fDeot1xdIixLI9FyiyGae5nC4iP38AvXplYSlZ6OjiXLx4AS++uInExD0A1NYOVi6LCGYtMD8pif21tfRLTGRejfuWY80/LPYCD1NcfCY//fQFKSmVVFeXkJycTHW1Z9drVFQqvXtrPyjKyvyrqxWOdkuBOGag5I6UdlPhoCOfuwVvlDXpLPNSSmkUQqhIYkWbJhLM6xYZEhN/Q23tTMrKkkhPj7NTegoLD5LrWHPDjGMavCWbNErXCUyn7Ma6dH06vC8p2UpKrJ53fvwIaFYoi4rK6d9/NDk5WrX8vLwu6HSCxsajAOh0IiKuqcI592RksHbtWmu/3ClTphDjJsHAUdGePXs2X31VwoYNG6xzTJ06ldmzZ7No0SKf5fHlIRyuos+RMEcg52mLdORzt+CNsrZPCHGzlHKl7UohxI1oljWFosPhrPuAJQh77NgCvyxKN9zwLzZtGkV+vubi2LjxE8aN2wJAYeFFVouabesp0BS0Eyd2WOcZO7YAvT6fbt12cOTIrej13wFgMMRw+vRWr2SRYJcRaquA7do13GrlKyoqoFevzpSWXm+WpbNP56xoPY6WTFckJSWxdu1aRo0aBcCoUaNYu3YtV1/tvqCu7XetsXEvGza8bjfHmjVrmDhxoltlzVVdLfUQ9p5IadEUKXJ0NLxR1u4EXhNC3AbsRruP/xLQA9cGUTaFIuj4a1531n1g7NgCvyxKtjJAA0eOzKC6uo7jx3/H9u07GTHC3i26bdtnHDpUTmzsc8TExFtj2WxJSupCTU0Bev13TJqkZZMWF3fhwIGtLuWwWNd8DUTft+9/HltnKYKHt5bM2tpahg+3d0EOHz6c2lr3ddJsYyK//VbndI6KigqX+8+aNZecnD7k5Ci3eGuIlBZNkSJHR8Ojsial/AkYJoS4FMhHu6e/LaVU6rSizePswRHomCtP8y1evMA6xmAQnDp1nDPOuIqTJxMpLf09xcX5QKydEmc0JhATM5LGxm1ERdkfT1OQLMcbaZ0fyjnghS28nmbFzVI411ahTE+Ps7Pyge+tsxTBw1msIkBSYiI7duywWsUAduzYQWJiosu5+vcfzcmTFZw6VUR0tCA5OdnpHGlpaS7nUG5xhaL1eF1nTUq5GdgcRFkUbZz2EljuzcPFmUXOlZXOdr6NG0cxdmxLRWfbe//GYK2Cc7VVqYpu0vPOOzsYO7aAwsI6kpJGUlbWFymLMRiux2T6jpgYo3XOI0cO2cWT+fIZuCqYKoQgNyPDrsr9rFlz+c9/3mHzZhPLl28gOjreZUydIrjk5XVh7b8TqLJxWzv7LGNrapgyZUqLmLX6mhprvT3Hz7m0tJ6YmAyamm6ksbGCpKQUrrrqKmJiYqisrCQ1NZXGxkZuvfXWYJ9mhydSWjQFQg7lSvUdnzsYCCEuA34N/ENKuUcIMdPcPF3RwWlrv6Bbo1w6VvHXlKnmwqGuMBgaW1yj3NwlGORS58qS+QGcl9eFXbvmAvno9akYDI0kJR1Fr08EYl3Gk1mwfDYJulUIU8vuBJ5uucXHj1utbJYEhtOnc4iJ6U9UVDlNTdut1rYjRw7ZKaRtVWlvK1jKtFi+P65KdDQC9fX13H777Rw+fJiePXtSX19PI83KnTh+nHXrVjFmzNWkpqYC0KuX9iAtKxvOlCmjePXVV1mzZo1dgoE7VCZfYIgUhSYQcihXqu/4027qTuBW4EEhRGdgcEAlUihChCvl0puHi+0vQ4PhJDfeuM9F4VD7+fytMK8pPBblMorCwgTGjdNuduvXe3+z69z9Jk6XtFQM3dXgsn2QWxRcvX4BQuRgMmm13JKSOltdn/7G7ikCg6tG7ikpKbz22mt2LswtW7YwYcIEqKqyrvvLX57h8ccX8+WXH5GeHse33/bGZGoCkli5ciUbNmxokWBw7bXXukwwsHXzFxWVt2hZ5grHH1Mvv/xfams1n39iopFTp77x6nq0BiFygSTzuxqkLHY3XBEklCXOP2WtTEpZAfxRCPEEWrKBQtFufkF78yCx/WX4/feDW2wvLNxrZ12yKDLaA8jRDeq5gfXixQvs5LLMDZoCaLFqOYsnsyxb6mUl6GIQpuZOBL44MrTWQwc5deokJtNxTKYdREVJ0tOzfJhFEUyKbJYtSpsEdNXVTpMDqqvti9r26rWAgwefAjQrSlTUOWjdCr6gujrG6RxVNsqeU5n8sLrb7vOf//yC2loT8F90OkFt7TVezdF6koBC83J+iI7Z/vHVlaoscf4paxstC1LK+4UQswMoj6IN09bcXd4ol964SnU6YVaQmguH2rom3T2cLPPFi6UuWwQ5a8puK/v48Rd7vPaLFy+gc0ISpwzuM/888e67loiHrQAk6GKordNa/zT3kWwuqNuWlfb2hqvkgOTkZDvL2okTRlJSmkuwaGU2BRBFcnKa0zlSUlKCKntDgwlIRafLw2QqapFUo2hbdETLWGvxSVkTQnQCjgohrI0JpZS+V0JUKCIAZ3FnYK+UubII2P4y7NWrc4vsR1vLly2W+bZv38muXb+nqEiryeauWO2uXYUtare5k91ynMLCg5z8+SNOm1r284xDy/rE5m+8zbIFx5yBFu5Tm7kt55abC5s2jbKu89btpQguVVVVTJ06tUW8maNV7Kef/sLo0c3WCyEMSGkE8qmqEk7nOOOMvm6P7Y/V3XYfna4BnS4Nk+lCoJLExFD1Ja2h2aLmvtuDInhESnJFOPFaWRNC/AattVQ2sAc4H/gEuDQokikUIcRXN42nX4aeHk7V1XXo9fnk5i7xeLxTpxrZurWQpqZjTq18zmTXmm9v47TpYpdKoLO4NenwvsjJGFtsb5uFhXvZsWMyTU1GGhpKSEq6gJEjF6i4tRCQm5GBMHcisFXELe8tn1vssWNMmDCB6upqkpOTSTMrasJmnsOHP7ab+6yz8mzihTKJiTlhN0deXh5fffW5W/n8UdZt92mOWdKRnp4ZMsuMilGLDJQlzjfL2t1o8WmfSilHCSHOBh4NjlgKRWTgbxyeq/6fO3Z8ztat/TGZYhEikU2bCjAYCl3MopGS8hkAlZUDQh64b6ucOfYPddx+8mQlBkM3hIhBymhqalq6bxWBZ9asuZw9+BrORvuOumvk3pCZyQbHTM5jx3DSUdCK7YNy9uzZvPrqqwFrN+Ut6mGt6Oj4oqzVSSnrhBAIIeKklAeEEGcFTTKFIoS4UsoC5b6zWL8KC7cBq0lK6sK33/6XsrJxREdfAXzkcl9L301bbBMYLB0Dtm/fTl1dFFJKhOiNXp/aarlty0EUuRhjcdHq9WkI8X/ExGRRVTUMg6GQ4uICFbcWZLy1CqekpLBmzZoWmZwTJkzw+lirV69m/fr1PrebCgThqOMYSVmIkSRLa2lP5xIqfFHWSoQQacAG4H0hxCng52AIpVCEmtbc+P15iIwcuYDvv99Ez57XcOzYXLdj4+O1vpsxMcKa6XnqlIHCwmnmEQ/zzjtLiI8/F3idqKhuNDVdQnx8HB46CbXA1lLmqhK+I8XFXdi1axs1NbUYjdtpaoojJqaOSZNGq1i1EPPJllUut1V7mQ3qjoqKCp/bTQWKcNRxjKQsxEiSpbW0p3MJFb50MLD0AX1ECLEFSAXeDopUCkUE4kop863jwUGggeLiAmJiGqip0dyg8cQhWoT3WyrK72ixvmvX4SQlaXk+ZWVakL/JJNHp4tDptPZBen0+7ix2znCMWcvOvoSffipFyn0u9zl48D1iYh5Cr/8vUVHPMWRIPnl545WiFiJsrcK2XQwccZsN6iVpac6zQd21m1IoFK3Ho7ImhPiTm82DgD8HThyFInJpzS97dz1Id+2CuugJnH3GS9TUbCM/f7XH3pp6vaSmxr7QbkxMA3V14zAaJVBJUlIXEnR6lx0LnCULWAPNzX9//HELZ5wxipIS18qalE3o9VkkJd3sleyKwGL5buVlZgL2n6NdskFVldN2U1VVVdbuFJ6YNm2a02zQadOmedy3tbSmjqO/LtRIykI0GiutNR0TE41hlaW1RNJ1bSt4Y1lz5khJAH4DdCEAypoQogioBoxAk5RyiMN2ATwLjANOA9OllF+09rgKRSBobTFgvV5iMOylrGw4en0MR47oWvT6LCzULHKW2mXjx19s8/C5mFmz5tK5cwYGQyN6vSQ5uQs5OeWUlf2C3PSn2b9/GOC6PIi7jgb5+Wdy6ujXCOPJFvvGk0qDkDQ03IfB0Ehe3ki7B2NrepUqfKPYnA1qWwZGOCw7azdl2XfdulXs3Pk2Q4deYdduyhZLXNrEiROpqKggLS2NadOmBT1eDVoXquDvD61IiqUaNuxC6zlYwiHaKpF0XdsKHpU1KeXfLMtCiGS0rNDbgJeAv7nazw9GSSlPuNh2BdDX/BoG/J/5r0IRMgKdhGBbl6y4uMBqkUpM7M8PP2gP0cbGo4wY8T9rYoKl1Iezum7jxm0B7OfqnJBkVdTA3nJW5KWceXld2JXWD2mIARo4ffpnIAqIo47eJMR3Qa//jkmTRrJ48QK7dlOuepUqQo+7dlNVVVUsXvwUJpOe995rbjcFzoPBfVXOApEcEI4Eg6ioPEwmLaxAp6vFaCwK+jEVCmd4FbNm7gH6e2AasAL4hZTyVDAFc+AaYKXU8ss/FUKkCSGypJQt0+Q80NjYSElJCXV1dYGXUhEw4uPjyc7OJiYmJtyiWGntw8HxYeNqu8GgIybmNQBMplGsXr0Bg6GJmJhCtm2bS25uy/127SqksHAbycnx5OQ0bztlqHVpTfNEbkYGoJ33xo0XoddrDeoNhkrOOmsvR44UYDSO48Ybr6G4uEBZzSIcTwkGp0/HMmjQQo4fN1jbTUFggsFbE0LQqdM51NZG0dTUREyMYPr0b3yew1/rt8mUiE5XaF4Ob7up9tLOT+Ef3sSs/RW4DlgKnCOlDEYZZwm8J4SQwBIp5VKH7T2AH23el5jXtVDWhBAzgZkAObZPLcuOJSXWQo6ad1URaUgpKS8vp6SkhJ49e4bkmLNmzWXjxk8oKzsJNNKtWwbjx1/gkwLi6Ze/4wPL8eZr2S7EMBoaqtFUKoHB8DDQk6iovhw+vIGamgy7jgZFReV06zaSmprVlJYWMnLkSKs8rcE+hikW7bcagFY0NTa2C7W1D1NcvIkjRw65KCUi+Pe/BxMT08RNN13dKnkUnskFXJVxTU5O5oYbbuDDDz+0ujAvvvhikpOTqaqqYu+uPQwa1LLdlDNCWXqhtjaKxMQ91NTU0th4kV9zqB8SiraON5a1P6CFQTwIzLNRcAQgpZSBaAp3kZTyZyFEOlpZkANSym02251pVU6rOJoVvaUAQ4YMaTGmrq5OKWoRjhCCLl26UFZWFrJjakrWo0RHg5SrgWkUFa32yfViUba2bZvLrl3bKCoqsIvZKizca2cVs8ylKYofcvx4LbGxk4mOPk1j4zVAIjExGQhRT7duv2fcuJGsWDEIeJTCQigsfNg618iR2ly2Fi5nPUV9pdna10i3bu8AIISJ778fjE7XQJ8+WbzzzhI71ydoiuTmzbHo9W8TExNFVNR1bfKBKYR4EbgSKJVSDjCv+ytwFdAAfA/cKqWsMG97AJiBFn/7Oynlu+b15wHLAT2wCbhbuqtE6ydFuLaaxlZV8emnn7J+/Xq75IDYqiokIIxNbNp0D9HRcXbtppwFg/tqbQuEVUin02E0NoW0dp9OV2u1qOl0reur21rCUbpEETl4E7MW9CZsUsqfzX9LhRCvA0MBW2WtBDjD5n02rajxphS1yCeYn5E/Cpi27N0NsqamHL1+Abm5I+1itgoLR7Fp00UYDAK9PsbaM1OTZQCJiTMwGI6SnPxX9PoYkpOf5MiRnzl9eh5lZXezaVMaoGtRssPxQdicZeq+M4JtxqDj1ba4QIuKyjlyZAZ1dT/z/fePoNMJzjrr34wYMdQuNs7Ctm1zKSsrZNcuMBrjiInJorHxaFtuvL0ceB5YabPufeABKWWTEOJJ4AHgPiFEf2AyWjPJ7sAHQogzpdZY8//QLP6foilrYwlw6SNLyynHbFDLckpKCutcFcU1t5368cfdLeYNhNWsNYp6YqKR2trBAKSmCr+yjf2Nd1MxaopIwadG7sFACJEI6KSU1eblXwGPOQx7E7hLCPESWmJBpT/xagoFOFfA8vK6UFj4ME1NmhsUDpKXd4FP1imL0lRW9ilGYzUrViyioaGSbdvmMnLkAvLztZgvV8pfZuZQc+mOfPNcyygtLeSMM65h5MgFFBcXUFi411qyw3Bqp1OlNiVWz+TppzlyZCfl5a7zcCTag9wUM4h+fbrYPZQtzeF37SqksrKIuLhMohr3UUcj+/cPY/9+bZwQS4knGhnXH+gPxNGr1xKqq5dRUfE1BsNwTKYacnLaZoyNlHKbECLPYd17Nm8/BSaZl68BXpJS1gOHhRCHgKHmbPcUKeUnAEKIlcAEAqysWdzWQginbgedF0VxLa5sTwpNdfUxTp4cAEBMjOf439YkB5w69Y3dHLYhAN7SHqxSKmatYxN2ZQ3IAF43P3SigTVSyneEELMApJSL0X6JjgMOoZXuuDVMsgYEIQQ33ngjq1Zp1cabmprIyspi2LBhvPXWWwE5RkVFBWvWrOG3v/0tAEVFRXz88cdaL0A37NmzhzvuuIOqqiqioqKYN28ev/71rwE4fPgwkydP5uTJk/ziF79g1apVxMbGcuDAAW699Va++OIL5s+fzx//+EdAczmPHDmS+vp6mpqamDRpEo8+GpntZF3d+LUHRIG1dIa7B4VlXWLiABoavqep6T6gnu+/f5Kamk8YP9658qcpih9y+PAgQEdhYQJ5eRfbuBebj2VbsuPdkkbnyQPmwqgjRgyl6EAMQja2GJML5JmXGxu/Yv/+ZmtmPGD/+P2IpibNSuM8WaGJs3t+ZS3wO2LEULZt20BaWpS5QG67LtlxG/CyebkHmvJmwRJb22hedlzfAk8xt95g29TdlhR3RXHNljVvFZrk5EyrG7SszLMbNBDKUntQuFpDO/4fUnhB2JU1KeUPaMV1HdcvtlmWwJ2hlMtCZWUl7777psf6Q76QmJjI3r17MRgM6PV63n//fXr0cHrv9puKigr++c9/2ilra9as8aisJSQksHLlSvr27cvPP//Meeedx5gxY0hLS+O+++7jnnvuYfLkycyaNYtly5Zxxx130LlzZ5577jk2bNhgN1dcXBybN28mKSmJxsZGhg8fzhVXXMH555/v8/kEMm3fl1+oluNYYrJcxaPZyqTXpwH5NDR0xWTKISNjGPnmRLLCwoPs2jUcvV4yfvzFTo8B9hY/y/Jnn33Mrl3ad89dIck4YOnSlhY3Z7XUvK27ZlnvimPHSklK0mrGbdo0ylrvrT0rakKIeUATsNqyyskw6WZ9y5UeYm69oejYMT777DNuvfVORox4msLCGpqaVvDllxucFrTtCJnxyiqlaOuEXVmLdBYuvJd+/YqZM6cLW7euZuHCHcyf3/oK7VdccQUbN25k0qRJrF27lilTprB9+3YAdu7cyZw5c6zK3L///W/OOussCgsLufXWW2loaMBkMrF+/Xr69u3L008/zYsvvgjAb37zG+bMmcP999/P999/z+DBg7n88svZvn07+/fvZ/Dgwdxyyy1ce+213HTTTdSam0c+//zzXHjhhZx55plWGbt37056ejplZWWkpqayefNm1qxZA8Att9zCI488wh133EF6ejrp6els3LjR7hyFECQlJQFayZTGxka/Y9EC+au6NcqDq3g0W5kMhpOcPv0BsANIoKYmBehDUVG5XS00gDPOaFZsAGsCgqVRe2HhXk6dMtDUJKmvNxAVlUJy8sWUltqGdDaTB06aVvlGHJp1zdk8eTivz1Zb+yuSkhKtlr/i4i7U1JSzfPkGNm78hPz8M9uV4iaEuAUt8WC0TaKAq9jaEvOy4/qgMXDgQGJiYuwSBr7/PoXS0lImTJhAdXU1ycnJ1NTUYDKZEEAnfaL1e+lJofG1An0glKUjRw6xa5d/Ve/by/dO0XFRypoHunfPpW/fUrKzk+jTp5aqqryAzDt58mQee+wxrrzySr7++mtuu+02q7J29tlns23bNqKjo/nggw+YO3cu69evZ/Hixdx9991MmzaNhoYGjEYju3fv5t///jefffYZUkqGDRvGxRdfzBNPPMHevXvZs2cPAFu3buWpp56yullPnz7N+++/T3x8PN999x1Tpkxh165ddjLu3LmThoYGevfuTXl5OWlpaURHa1+Z7OxsfvrpJ4/naTQaOe+88zh06BB33nknw4a1zVrGloeNwVBIeno8ADU11WzaZFGaDlrHdu6cgdHYFaPxTkymE0RFPWMtzWGLJQO1W7eRHDlyEUbjadavH25W3GLJzV1CYWEBTU3jMBoHA3/AaDxKRcVW4uIqnMpZjO9WMUcsSpov88TENGAwJPHqq9swGE7SufMIkpKWUFZ2PTCb3NyR7cZ1JYQYC9wHXCylPG2z6U1gjRDiabQEg77ATimlUQhRLYQ4H/gMuBkIasl/vV7PV199Yrfu/fdfJjo6uoVlLTY2lq+//rqFB8EdviYdBEJZysnpY/1x1NYr+CsUvqKUNQ8MGTKa3bs/Ytgw2L27gSFDLg3IvAMHDqSoqIi1a9cybtw4u22VlZXccsstfPfddwghaGzUYo4uuOAC5s+fT0lJCddddx19+/Zlx44dXHvttSQmalW2r7vuOrZv387VV7u/2TY2NnLXXXexZ88eoqKiOHjwoN32o0ePctNNN7FixQp0Oh3Oqgx4YyWLiopiz549VFRUcO2117J3714GDBjgcT9Hwu3GsC2zUVS0jOLiZURFGWn2gDVYx+bnn0lhISQlXWJNGFi8eIE1/g1oobzV1dUQE/MYdXU6amoeBHSsXr2BpqaT5s9fApI4vqCeOsxdgrzuSOAs49NfhJPjGY1x1himw4fPxWAoBLYRHd1200ABhBBrgUuArkKIEuBhtOzPOLQyQwCfSilnSSkLhRDrgH1o7tE7zZmgAHfQXLrjbQKcXOANFRUVbNiwwWk26MKF97J8+WYMhgSWLPmGuLjHOXHCdT/YUNZZs7B9+3a2btUsa1FRLVufBYNwnKdC4QylrHlg4MCBvPJKNwoKiklOzuS22wYGbO6rr76aP/7xj2zdupXy8uYH90MPPcSoUaN4/fXXKSoq4pJLLgFg6tSpDBs2jI0bNzJmzBj+9a9/OVWivOHvf/87GRkZfPXVV5hMJuLj463bqqqqGD9+PH/5y1+s8WVdu3aloqKCpqYmoqOjKSkpoXv37l4fLy0tjUsuuYR33nnHL2UtUtwYtnLYxpjZ/tK3JAyUlQ2nru40hYV6a2KCbdmBWbPmUlj4MIcPV2AyNWE0DsRohKioZKKi+pqL4TZiMj0E6IAG6qlzafGKd7IeAuMatcUShGVbHiIpKdG6PSkpkUmTRrJx4wM0NdWYy44kWGP02hJSyilOVi9zM34+MN/J+l2A71/8AOKug0H37rnU1urJynoHg6GJEyeucTtXILoa+IrRGEd09CsANDWN8zA6MITjPBUKZyhlzQN6vZ6nnloelLlvu+02UlNTOeecc9i6dat1fWVlpTXhYPny5mP/8MMP9OrVi9/97nf88MMPfP3114wcOZLp06dz//33I6Xk9ddfZ9WqVSQnJ9ul5Du+r6ysJDs7G51Ox4oVKzAaNQNAQ0MD1157LTfffDPXX3+9dbwQglGjRvHqq68yefJkVqxYwTXXuL+hl5WVERMTQ1paGgaDgQ8++ID77ruvNZcs4LQmccGbXqHOkgYcx40dW8D27XuBJzAYjhMbq6ljUgp0uk7odJKYmFoaG+swmVzL40ohs3WN5tFc4b611jbbBuGi/COqqgYDWl0s2x6h27fvpLT09xQVlVtryymCi7PEqGQ32aBDhoymqWktAHV1kujo0LV582S9smxvaGhEygZ69cqlrCzR2VQKRbtFKWthJDs7m7vvvrvF+nvvvZdbbrmFp59+mksvbXa7vvzyy/znP/8hJiaGzMxM/vSnP9G5c2emT5/O0KFDAS3B4NxzzwXgoosuYsCAAVxxxRUsWLCA6OhoBg0axPTp0/ntb3/LxIkTeeWVVxg1apTVjbpu3Tq2bdtGeXm5VVFcvnw5gwcP5sknn2Ty5Mk8+OCDnHvuucyYMQOAY8eOMWTIEKqqqtDpdDzzzDPs27ePo0ePcsstt2A0GjGZTNxwww1ceeWVwbykPtOaxIVAKh05ORdTU1NOWVkxUI/BsAspe2E0lgH/j8ZGI5oHrnU4i2lzzP70R4GrA2beukc7RnGBXb/SU6cq6dQp39qEXhF8nCVGpaWlOc0GNRgaGDhwIHFxTRw+/CuE0JGbG9gEA3d4sl5ZtldXj6axcTxlZWmtPqa3BPI8FYrWIILQ8SRiGDJkiHQMmt+/fz/9+vULk0QKXwjFZ+XoyvSnOro7vLHcOY4pKiqnsHAaNTVnU1ExHp1uATpdH6KibqK+/iOvA/8tjxZnFrc483pLL0nbOfOAYy72SwBqsVfwLMfOzv7Q3Ehe8xJaMkKPH/+M3r3HWQv7Bvoa2yKE2C2lHBK0A4QQZ/cvb/nHPxYwZMjnDBuWzqefHueLL4bx298+QFSUjqSkZGs2aHV1NSZ35toQ0LXrcLuabSdO7PBpu0LRnnB1D1OWNUWHJlSJC4WFByksdF5U11GBGzu2gOTkeOAAlZUVxMcvwGjsSlSU5x9Wzixk7mqpWZIFnCl7zpIW3Fndysrmcvx4DdCF6moTJ0/mYTTWYDSepqbmk5D2dOzoOEuMys3NJT09o4VlLTc3l+JiV+3fg48n65WybikUSllTdHCCHT9lcbMWFm4DVnt0BfbvP5offjhKQ8PHCGFCp5MYjSeBCqCelFi9tUOBLRYLmV8y4twVWuRivMA+3s1y7J49d1BTs42cnNUUFu7l9OltQFdA8PPPpdZ2W94QyCLIHQXbOLXBg0dz4ECqXWKUu2xQCN8195RhqTIwFQqlrCkUYcP24WjphnDoUDmJiVuJjjZirM2ljkaMRk05shT0srgwbSlGc1G2JmHAn1pslmPHATU128wWQcjPH8BPP9UixGhMpg8xmbpSXNwF8K7XakdvLeQP9nFqr5CcnMtzz62xbneXDQrqmisUkYwu3AIoFO2ZvLwu5rIeDwN77VyBlodjbu4SSkvryc1dgk6XZE4mgDoazdXVNOXIslxns2xBoilz0uHlDZqlLA64CfgFcbivjeZ4DIt88AClpb+nsPAgR44cApowmSylyZ7m22/3sXXrTmbNmuulZApf0Ap4680FvOPp0SPPbrslG9QWa29QhUIR0SjLmkIRYBzdSb4E1Ov1cdTWXmEtpeINti5JW+tYrtczQD31wCqvxjoeo8i8nJ8/wFqq44cfpiNEI1LuBq4AKhHiBFFRg502s3ck3EWQ2yKeCninpaVx3XXX0aVLFw4fPkzPnj2tnUlAXXOFIpJRyppCEWBs3UkbN17E2LHND0DbOCDbh2N6ehzFxQUMG9aHI0e0cgXl3nkMrS5Jx4QAd8kDcTbbixy2CVy7VG1dsHFoLlDLuHffXUon/RskdllHY2Mcev1iamv/CPwFIWKIju5C58630tz1wTUqRs13Tpw4wfz5m3nuuTqqqmIZOtRIdfUBBg8ey913z+OJJ57gnnvu4YUXXrAmGEyZMoUnnngCUNdcoYhklBs0DERFRTF48GAGDBjA9ddfz+nTp12O3bNnD5s2bfL5GMuXL+euu+4C4JFHHuGpp54C4E9/+hMffPABANOmTeOss85iwIAB3Hbbbda2VlJKfve739GnTx8GDhzIF198AcCPP/7IqFGj6NevH/n5+Tz77LPW4508eZLLL7+cvn37cvnll3Pq1CmfZW6PGAzC6up0tCgtXryAd95ZwjvvLGHfvv9ZrRmlpfXU1f3R62NYXJHOEgyKnIyzuFIdt9viaNdz5oK1dc1aXqcMxykpuRiTaQ+m0zeg0/UHzkHKHBoajvHzzzPMLlJFoPnd767i9tvreOUVuP32Br755j3++U8d6enrmTFjDPPnz2ft2rWMGjWKmJgYRo0axdq1a5k/v0XDBYVCEWEoZS0M6PV69uzZw969e4mNjWXx4sUux7pT1pqamnw+9mOPPcZll10GaMragQMH+OabbzAYDPzrX/8C4O233+a7777ju+++Y+nSpdxxxx0AREdH87e//Y39+/fz6aef8o9//IN9+7T+gU888QSjR4/mu+++Y/To0dZf6x0RS5xacXEBer33leAtFjm9Ph/cxI3lYd/uybIcyKIGtoqYr1j2M8jjwH50ujqio59Fp1tATEwG1dV1TvebNWsuY8cWMHZsgTWuzdk6hXOio+MYNAj694dzzoGYGDjrrHjOOSeGrKwc9u/f7zTBYP/+/WGSWKFQeItyg3pBMFPaR4wYwddff01tbS2zZ8/mm2++oampiUceeYQrrriCP/3pTxgMBnbs2MEDDzzA/v37+fnnnykqKqJr1648++yzzJo1iyNHjgDwzDPPcNFFF7k83vTp07nyyiuZNGmSXQP5oUOHUlJSAsAbb7zBzTffjBCC888/n4qKCo4ePUpWVhZZWVmAFqzcr18/fvrpJ/r3788bb7xhbZl1yy23cMkll/Dkk08G7Dq1JWy/H47N270hKakLZWX3EU80Ak0hd2wN5W1hXIur05+yHpZ9XbWlclzvLEYuPr4Wg+EQTU2fo9NlExWVb27y3hJn2YgqQ9F7jMZuvP/+j0yYAP/7H1jCHrdsaeLii2/giy9+ctpuylJ4WohcIMm8pQYpw1d7TaFQ2KOUNS8I1gOjqamJt99+m7FjxzJ//nwuvfRSXnzxRSoqKhg6dCiXXXYZjz32GLt27eL5558HNJfm7t272bFjB3q9nqlTp3LPPfcwfPhwjhw5wpgxY3z+pdzY2MiqVausbs2ffvqJM844w7o9Ozubn376yaqoARQVFfHll18ybNgwAI4fP27dnpWVRWlpaauuTXvBn16jublQU5NBcvJyqqvrMBjmMmnSSED7Lr777lKfZPD0yM1zMcZWyfOkHLpSCPX6NGJj46iqehwpc6mvP47RWOe0ODDA9u07zedcqCxpPnLDDRNYu3YRAwZAWRk0NaWg031Lly6pLFhgYt68eUyZMoW1a9faxaz9/e9/N8+QBFgU6fwwnYVCoXCGUtbCgMFgYPDgwYBmWZsxYwYXXnghb775pjW2rK6uzmotc+Tqq69Gr9cD8MEHH1hdkQBVVVV2Ddu94be//S0jR45kxIgRgBaz5ogQzY/mmpoaJk6cyDPPPENKSopPx1K4pmUD+KFs374Tg0FT0iyZpUK4VtZcZWrG09I6ZmsZ89ZS54hjyylH9PoFaAkFh6itLTKv+wu5uVe2+OGTl9eFXbt+j16fT7duI63nrDIUveOaa6aRnf09nTrVc++9+3n55f9YlbKbbroJg+EkJlMct99+uzUbtL6+no8//pgpU6aEW3yFQuEGpax5QaAfGJaYNVuklKxfv56zzjrLbv1nn33WYn9L03UAk8nEJ598YlXefOXRRx+lrKyMJUuay0tkZ2fz448/Wt+XlJTQvXt3QLPCTZw4kWnTpnHddddZx2RkZFhdpUePHiU9Pd0veToC3rjVLd+50tJCunUbSW7uAq+tus4Ur3on61tTQNcVjq7Q5OR4SksLiYqCPn2WUl29DHCu4C9evMBsWWzu1aoyFL1n4MCBvPJKN9as2cTq1S/bdSpYtWoVEyZMYPbsO9mwYQMA8fHx3Hnnnfzzn/9k0aJFQA3NFrWacJyCQqFwQdgTDIQQZwghtggh9gshCoUQdzsZc4kQolIIscf8+lMoZbTN2gvWw2PMmDEsWrTIatX68ssvAazNll3xq1/9yuoiBVooge7417/+xbvvvsvatWvR6Zq/CldffTUrV65ESsmnn35KamoqWVlZSCmZMWMG/fr14/e//73dXFdffTUrVqwAYMWKFVxzzTVey9HRsC2G66rmmOU7N2RIPiNHBlNh8b4FlDdYSnnEAymxenJylln7OVZXL6Om5hAGw1yXfUJtkzOUJc039Ho9Tz21nOPHy112KlizZg2LFi2irq6ORYsWsWbNGioqKgCQshgpC80vFa+mUEQSkWBZawL+IKX8QgiRDOwWQrwvpdznMG67lPLKMMgXEh566CHmzJnDwIEDkVKSl5fHW2+9xahRo3jiiScYPHgwDzzwQIv9nnvuOe68804GDhxIU1MTI0eOdJtdasusWbPIzc3lggsuAOC6667jT3/6E+PGjWPTpk306dOHhIQE/v3vfwPw0UcfsWrVKs455xyrG3fBggWMGzeO+++/nxtuuIFly5aRk5PDK6+8EpgL04GZNWsuhYV72bVrOHp9DOPHa59TJ30iwlDbYnwnfQanDMd9PIopAJI2Y+sWvWTUTeTldWH79o84fToJ+AI4Rb9+uS4LBStLmv9YeoNmZnZzmkiQnJzMsmXL7Cxuy5Yts/YGVSgUkYtwFp8UToQQbwDPSynft1l3CfBHX5W1IUOGyF27dtmt279/vzX7SRHZtNfPyuIGLSw8CDSQnz/AqTtUi1trdgnaKjjx8f2JitJiDI3G7UyfPoGNGz+hpGSry/gz527Q/sA+l/tYyoE49iIF+5g4xwK7AhBiEEJUI6WeqKh/otONpLFxAr/6VYZPXR18QQixW0o5JCiThxhn9y93zJtXQL9+xVRU1LBw4WFWrGiOWZs2bSrHjh2nvr6emJjmcjKNjY3Ex8f71DFDoVAED1f3sEiwrFkRQuQB5wItA7XgAiHEV8DPaIqb8/x/hSLCsShltsqYt/FoFkWvsTGKxsbRxMTEER39OQAGQyMJOj3CZGixn6vWU4mJcRhr0xBUON2nGNDpJoPpS+I4BBitiptt9wKnnRDEJ0h5CVBDU1OpeYQ0K6mKQKP1Bi1l2LBc/vOf75gwYQLV1dUkJydzwQUX0LlzidvSHQqFInIJe8yaBSFEErAemCOlrHLY/AWQK6UcBCwCNriZZ6YQYpcQYldZWVnQ5FUogo2z+C1LvFv37hfSvXsmt9xyDcOH/5KionL0+gXknHmaxMRfExMzCNCsaRalSzi8EnQx3HjjWC4ecwPxTn63FQNxRKPTHQMkjbqXaNRdQ3T0q2Rnf0iXLhdZj1HkRH6TqQkhQK8XCPEwcD1QQlnZcVWWIwhovUEbmD37Y4qLdWzYsIH6+no2bNjAV199xdGjP3DjjTeyZcsWGhsb2bJlC7feeivz5s0Lt+gKhcIDEWFZE0LEoClqq6WUrzlut1XepJSbhBD/FEJ0lVKecDJ2KbAUNDdCEMVWKJzSv/9oSks1+1N6ehz79v2vxRhX8Wi2uIvf0grnzqW4ON+cOVpOcnI81dXbiI8vQcoGzN3DnPb+jIq6EH1acz6ojBtAYvTDABgMD9GpUyo1NScR9YdoatoKgMl0vfnvG5woSaNBl+fhSpxPfLzkppsmmN2+00hKGklNTYFXzdwVvmHJBl216iNef/11u9i0NWvWMHHiBCoqfrazuBmN1X6V7QhmoXCFQtGSsFvWhFbAaxmwX0r5tIsxmeZxCCGGosmt7vaKiKS0tJ5u3XbQrdsOq9LmSFFROePGfcTEiTvIzz/T64edxdqWm1vOpEkjrRnKeXldyMlZRn7+aiZNGknnzhkk6Dq1sKZpcWjxSCnR62OslrqePa8gPv4p4uOf4swzr2LixB1065ZBHY0t+n/mAnVUYDLtsdZqa3kMgH2cPr2fdza8SF5eFwyGudTUFJCUpLI8g4ElG7SqqsppNmhFRTUpKZl2Frfk5Axmz57t87G8yWhWKBSBIxIsaxcBNwHfCCH2mNfNBXIApJSLgUnAHUKIJsAATJaRlhmhaJO0NQuBK/kc159xxig6d99AZ6CsbDbdui3i5MnVNDRcD1G1dEr6K+PHX2A995EjF1BcrMXN5eZqc+Xnn0lJydYWxyrGdRFdp+uPaxmqkyaNNB+vXJXlCBKzZs0lJSXFZTbomjVrnFjcJprrrCkUikgl7MqalHIHHupzSimfB553N0ah8IdgtBJLT4+jtHS4ddmCrWJ45MghIJiV+RvQOgdAY2MNp079k7q6Q0i5g8zMdMaP19pXWVyxhlM7OW0y+01p7pDga3P4PJy3nVr1wlOMuPxWbUwbUIrbKkVF5Zxxxk1O20pVV1e7sLhV+Hwc1VlCoQgtYVfWIpm8zEyKj7esW5WbkUHRsWN+zyuE4Pe//z1/+9vfAHjqqaeoqanhkUce8XtOb3n//fe5//77aWhoIDY2lr/+9a9ceumlAOzevZvp06djMBgYN24czz77LEIItm3bxpw5c/j666956aWXmDRpEgBbtmzhnnvusc594MABXnrppQ5ft8lZjBrYK4ZQELTyFQD5+QOsx1qx4lw6dfotnToBPMyPP24BtGzUceM+AmDpUuF3yylbXFrdTI2qIXsIqa+vb9FWKiYm1qnFLSUlhXXrVjFmzNWkpqZ6Nb9SthWK0BL2mLVIpvj48RbxOtK8vjXExcXx2muvceJEi/yIoNO1a1f++9//8s0337BixQpuuukm67Y77riDpUuX8t133/Hdd9/xzjvvAJCTk8Py5cuZOnWq3VyjRo1iz5497Nmzh82bN5OQkMCvfvWrkJ5Pa2mvFfNtz6tbtzTGjRvJuHEjyc9v2bHglVWZQMu4s7wAy7Ru3Vts2rSNXbtUk/ZgkZfXhR9/XMVrr73GoUOHMBqNHDp0iNdee434+HimTp1qlw06depUkpL0/OUvz3DJJePCLb5CoXCBUtbCQHR0NDNnzuTvf/97i21lZWVMnDiRX/7yl/zyl7/ko480y8fOnTu58MILOffcc7nwwgv59ttvARg2bBiFhc0l5y655BJ2795NbW0tt912G7/85S8599xzeeONNwA499xzrX0+8/Pzqauro76+nqNHj1JVVcUFF1yAEIKbb77Z2kMwLy+PgQMH2rWkcuTVV1/liiuuICEhISDXKFSEopWYhVAqhrbnNX78BU6Pa5HnlMHFjxLzOEclzl9qax8EVlubtCsCz+LFC1wmGFRXV1Fbe5rRo0fTuXNnrrpqPNXVpxk//mV69VpAfX3b+t9VKDoSyg0aJiwtou6991679XfffTf33HMPw4cP58iRI4wZM4b9+/dz9tlns23bNqKjo/nggw+YO3cu69evZ/Lkyaxbt45HH32Uo0eP8vPPP3Peeecxd+5cLr30Ul588UUqKioYOnQol112mV0T+PXr13PuuecSFxfHTz/9RHZ2tnVbdnY2P/30k9fn89JLL7XoF9oeaU1CQjCUQW/k8ZSUIMRSp9stjBkz027uxKgohKllm6p4oM7NPCkpSYwb19yRQREc0tLSXLo7X3/9dWsc2003TaG2VvsBduKEkZSUzuESWaFQeEApa2EiJSWFm2++meeeew69Xm9d/8EHH7BvX3Nb1KqqKqqrq6msrOSWW27hu+++QwhBo7mI1g033MDll1/Oo48+yrp167j+eq0W1nvvvcebb77JU089BUBdXR1HjhyxVisvLCzkvvvu47333gPAWXKtuVqKR44ePco333zDmDFj/LgSbYtgJCS0hlDIo5VnaJ77tMnkV3xbZeUpVqw4F6inW7dOzJo1V8U+BZC1a9cyf/58KioquPbaa+natas1Zu3EiRPcdddddpmgq1atZcKEa9m06R6io+MYPXq4hyMoFIpwoZS1MDJnzhx+8YtfcOutt1rXmUwmPvnkEzsFDmD27NmMGjWK119/naKiIi655BIAevToQZcuXfj66695+eWXWbJEe3BLKVm/fj1nnXVWi+OWlJRw7bXXsnLlSnr37g1olrSSkhK7MRZ3qSfWrVvHtddea9dzUNE+6KTPsHvvKdYsNyPDWqrDljiiIKo/UVFJdO4cy7hxSyJC2W0vrF27lnnz5rFs2TJKSkqYO3cuL7zwgl026MmTJ+32sbhGKyt3h0lqhULhLSpmzQ25GRlOC37mZmS43c9bOnfuzA033MCyZcus6371q1/x/PPNVUr27NkDQGVlJT169ABg+fLldvNMnjyZhQsXUllZyTnnnAPAmDFjWLRokdVi9uWXXwJQUVHB+PHjefzxx7nooousc2RlZZGcnMynn36KlJKVK1dyzTXXeHUea9eu9asKelvEm7izWbPmMnZsAWPHFgQ9kN7XODhfZRs68poW7a7cUXTsGDrdAOB74DvgHOBC6llLdPRzGI01nk9K4TPz589n2bJljBo1iieffJKVK1cyatQoYmJiGDVqFGvXrmXNmjUMGDCAqKgoBgwYwKOPPkpqalq4RVcoFN4gpWy3r/POO086sm/fvhbrQk1iYqJ1+dixY1Kv18uHH35YSillWVmZvOGGG+Q555wj+/XrJwsKCqSUUn788ceyb9++8sILL5QPPvigzM3NtZsjKipKPvLII9Z1p0+fljNnzpQDBgyQ+fn5cvz48VJKKf/85z/LhIQEOWjQIOvr+PHjUkopP//8c5mfny979eol77zzTmkymaSUUu7cuVP26NFDJiQkyM6dO8v+/ftbj3P48GHZvXt3aTQaA36dIuGz8ocxY2bKmTOlnDlTW44knMmWm5HhLL9A5mZkON0fkNLJC5AFBQ/ImJhBEn4r4UYJ/SWcIeEqqdNNkDpdX5mdfaEcM2amLCh4IODnB+ySEXDvCcTL2f3LFTqdTjY0NLRYttDQ0CCFEHLz5s2yoaFBbt68WWZmZkq9vovXx1AoFMHH1T1MuUHDQE1Ns3UhIyOD06dPW9937dqVl19+ucU+F1xwAQcPHrS+//Of/2w3R1NTk914vV5vdYna8uCDD/Lggw86lWvIkCHs3bu3xfpf/vKXdi5SW/Ly8nxKRFBoRFLnBEvNwLFjC6zxb8XFzuvAebLeFRWVk5jYhYqKrcB8tObtD5CYeDudOqViW+fNE5F0jSKdfv36WZMKbJct7Nixg9TU1BbdC6677vpwiaxQKHxAKWsKRYDxprp7MBIDvFFuWlt5fvHiBaz99zOIBkOLbSmxWpxlZuYwKireBC5Fp0vAZHoAg6GepqZTwEn69x9NTk4ft3JCZCRzCCFeBK4ESqWUA8zrOgMvo5WiKwJukFKeMm97AJgBGIHfSSnfNa8/D1gO6IFNwN3mX9EBYd68eUyfPp3ly5dz3333WZdtY9YcQxWGDx9OZeWpQImgUCiCiFLWFIoA40z5cFSkfKV//9HWpvDp6XFOuyS4Um4cj+2qc4K3ityUW+dY5yss3GvtgmCJbdu1axtaC98L0Cp8VGMyrcJo1BMbm0RpaT0jRkRORq0HlqO1ultps+5+4H9SyieEEPeb398nhOgPTAbyge7AB0KIM6WURuD/gJnAp2jK2ljg7UAKWldXZ+1aoNfruemmmzh69Cg9e/akrq6Oo0ePMmDAAPbv30+/fv2YMGECOTnZ/PGPUxk69AqfOhgoFIrQopQ1hSIEOCpSvlq4Skvr6dZth3l5uFV5O3WqEjhNp05Z1NWdJjfX87Fd4a2b0Xacpghqc2r9TjWio1OBR2lqMgCPACmYTO6qsLUkEvpPSim3CSHyHFZfA1xiXl4BbAXuM69/SUpZDxwWQhwChgohioAUKeUnAEKIlcAEAqiszZ8/n5deeolRo0YxYMAAFi1aZOcG3bJlCxMmTGDDhg1Wa9vUqVPJyalhzhzB1q2rWbhwB/PnB68FmkKh8B+lrCkUYaC18VcW5a28/BAwgVOnwGQ6aS02GyrlxvY8LDFvR47spLx8KjrdesAENBAdfQsmUwVG458xGk2sX6/V9DIaKxk7tllm2/kiOEYtQ0p5FEBKeVQIkW5e3wPNcmahxLyu0bzsuL4FQoiZaBY4cnJyvBZo//791q4FtssWtDId1S1i1m67bSLZ2Un06VNLVVWe18dTKBShRSlrCkUQsbggCwsPUlh4Efn5A/xSpNLT4ygtHW6zXG/eIoA0oqN30Ng4wGVSQCgtVCNGDOXAgTj0+tuor2+gqelzMjNjSU7OISfnfACrpW/9+uFhj0sLIM7qAks361uulHIpsBRgyJAhXse0eZNgYNu9BDB3SakAYPfuBoYMudTbwykUihCjlDWFIohYXJC5ua4zLL3BMUZNc4MOB7QA8YaGmwHptCuAKwtVa7Itne1rqxQmJMTRqRNALKdO6cnPXw1ortLS0noKCwtISgqPazMAHBdCZJmtallAqXl9CXCGzbhs4Gfz+mwn6wPGvHnzmDFjBsuWLXOaYHDzzTe3UNZ27NhBZmY6BQXFJCdnctttAwMpkkKhCCBKWfOApYWLJSh33rx5rS4AGxUVxTnnnIOUkqioKJ5//nkuvPDCAEkcHPbs2cMdd9xBVVUVUVFRzJs3j1//+tcAHD58mMmTJ3Py5El+8YtfsGrVKmJjYzlw4AC33norX3zxBfPnz+ePf/yjdb5nn32WF154ASklt99+O3PmzAnTmbVNLMpb//6jOXSoHJ1uInr9DRQV/dfrOTzFsrlT5pzta7tdUya1ors5OZ2sSqrm8pxBdXUdZWVzSU+PC7nrNgC8CdwCPGH++4bN+jVCiKfREgz6AjullEYhRLUQ4nzgM+BmYFEgBbLck2bPns3+/fuJi4vjmmuuoaamhqSkJJqamqirq7MmENTU1JCSksKNN97IokUBFUWhUAQBpay5wbaFi+UX6owZMwBapbDp9XprZ4J3332XBx54gA8//NBujNFoJCoqyu9jBJqEhARWrlxJ3759rc3ix4wZQ1paGvfddx/33HMPkydPZtasWSxbtow77riDzp0789xzz7Fhwwa7ufbu3csLL7zAzp07iY2NZezYsYwfP56+ffuG5+SCSLBdkPv2/c8cK6Z1mygu9l5Z80RrSmfk5PSxZnw6Nm0fMWKoeX2+35bGUCGEWIuWTNBVCFECPIympK0TQswAjqAVk0NKWSiEWAfsA5qAO82ZoAB30Fy6420CnAkKWMtzzJ49m1dffZU1a9ZQUlLCgw8+aGdlmzp1KtOmTeP6669n+vRbOHz4C26+eZbKBlUoIhilrLnBtoULaEG5y5YtY/bs2QFrr1RVVUUnzV/E1q1befTRR8nKymLPnj1s2rSJK6+80lqo9qmnnqKmpoZHHnmEzz//nBkzZpCYmMjw4cN5++232bt3L8uXL2fDhg0YjUb27t3LH/7wBxoaGli1ahVxcXFs2rSJzp0788ILL7B06VIaGhro06cPq1atIiEhgenTp5OSksKuXbs4duwYCxcuZNKkSZx55plWmbt37056ejplZWWkpqayefNm1qxZA8Att9zCI488wh133EF6ejrp6els3LjR7pz379/P+eefT0JCAgAXX3wxr7/+Ovfee29Armkk4cm1GIjCr/4qhK1RJMNxzHAgpXT1jz7axfj5aNWAHdfvAgYEUDSXrF69mvXr11szQ5cvX94isWDixIn885//ZPnyFfz2t1NoaFDZoApFJKOUNTe4yqrav39/q+Y1GAwMHjzYWvto8+bN1m07d+5k79699OzZk6KiIpdz3HrrrSxdupQLL7yQ+++/327b3r17+fLLL6mrq6NPnz48+eSTfPnll9xzzz2sXLmSOXPmcN1113H77bcDWlcDixIKcPToUXbs2MGBAwe4+uqrmTRpkt38O3fupKGhgd69e1NeXk5aWhrR0dpXKTs722NHgwEDBjBv3jzKy8vR6/Vs2rSJIUOGeH392hOBKPzqb9ak436OiqM7xcrTMV3tG8EZnu2GiooKj5mhFRUV1uWDB8vo0ydeZYMqFBGMUtbc4Cqrql+/fq2a19YN+sknn3DzzTdbrWdDhw6lZ8+ebvevqKigurraGuc2depU3nrrLev2UaNGkZycTHJyMqmpqVx11VUAnHPOOXz99deAptA9+OCDVFRUUFNTw5gxY6z7T5gwAZ1OR//+/Tl+/LjdsY8ePcpNN93EihUr0Ol0OCvCLoSz5Ldm+vXrx3333cfll19OUlISgwYNsip7ivDhqDg6c1F6awlUSln4SEtL85gZmpaWZl3u1y9DZYMqFBGOLtwCAAghxgohvhVCHDJXBHfcLoQQz5m3fy2E+EUo5LJkWG3ZsoXGxka2bNnCjBkzmDdvXsCOccEFF3DixAnKysoA7DK2oqOjMWkl4AGtQjngVEGyJS4uzrqs0+ms73U6nbWH6PTp03n++ef55ptvePjhh61zO+5ve6yqqirGjx/PX/7yF84/XyvB0LVrVyoqKqzzlpSU0L17d4/nPWPGDL744gu2bdtG586d22W8mjfk5XWhuLjAWv3fllmz5jJ2bAFjxxYwa9bcMEloT1FROUeOzKCwcBqvvrotYuRSNDNt2jSmTp3Kli1brJmhtvewqVOnMnnyZLZs2cJNN91EZmY3Dh9OZ+BAlQ2qUEQqYTdnCCGigH8Al6OluH8uhHhTSrnPZtgVaJlVfYFhaK1bhgVbNscMq379+jF//vyAxasBHDhwAKPRSJcuLeN3MjIyKC0tpby8nKSkJN566y3Gjh1Lp06dSE5O5tNPP+X888/npZde8vm41dXVZGVl0djYyOrVq+nRw2mNTisNDQ1ce+213HzzzVx/fXPzZyEEo0aN4tVXX2Xy5MmsWLGCa665xuPxS0tLSU9P58iRI7z22mt88sknPp9De8CdBSrUvTG9jSerrq4jKWkkkG+1sikiB0t253XXXUdlZSUJCQlMmzaN48ePk5ycTF1dHYsXL2bbtm389a9/Dej9TKFQBIewK2vAUOCQlPIHACHES2htW2yVtWuAlebGx58KIdIsdY6CLZyzBsitxRKzBprlasWKFU4zP2NiYvjTn/7EsGHD6NmzJ2effbZ127Jly7j99ttJTEzkkksu8TmL689//jPDhg0jNzeXc845h+rqarfj161bx7Zt2ygvL2f58uUALF++nMGDB/Pkk08yefJkHnzwQc4991xrxuyxY8cYMmQIVVVV6HQ6nnnmGfbt20dKSgoTJ06kvLycmJgY/vGPf1iTLCKJQAT/tyW8OT+t9+dcIN9cJ00pa5HIokWL2LJlC6+99lqLtlO333478fHx1tALhUIR+QhPLrWgCyDEJGCslPI35vc3AcOklHfZjHkLeEJKucP8/n/AfeYMK8f5bNu1nFdcXGy33WIha+tY6icBPPHEExw9epRnn302zFIFlnB/Vpb2SdC6grb+EqnKYqTKBSCE2C2lbBfZKkOGDJG7drW4xXlNVFQUdXV1xMTEWNc1NjYSHx8PaOWBFApFZOHqHhYJljVvWrEEvV1LW2Pjxo08/vjjNDU1kZuba7V2KdoPkaQE2RKpcinscZVc0LNnT6vCplAo2gaRoKy5atHi65gOxa9//WtrBwFFcGhrNcEUClvmzZvXou3U9OnTqaur489//nO4xVMoFD4QCcra50BfIURP4CdgMjDVYcybwF3meLZhQGVr4tWklB7LSyjCS7jd86AsSIq2jSXW9rbbbqO4uJjExETS0tJ45plnVFKBQtHGCLuyJqVsEkLcBbwLRAEvmtu2zDJvXwxsAsYBh4DTwK3+Hi8+Pp7y8nK6dOmiFLYIRUpJeXm5ctUoFK0kGAlSCoUi9IRdWQOQUm5CU8hs1y22WZbAnYE4VnZ2NiUlJda6ZorIJD4+nuzs7HCLoVAoFApF2IkIZS2UxMTEeOwQoFAoFAqFQhEpREQHA4VCoVAoFAqFc5SyplAoFAqFQhHBKGVNoVAoFAqFIoIJeweDYCKEKAOKPQ6ErsCJIIsTTNqy/Er28NGW5Xcle66UsluohQkGPty/oG1/lr6gzrP90BHOEXw/T6f3sHatrHmLEGJXW25R05blV7KHj7Ysf1uWPRh0lOuhzrP90BHOEQJ3nsoNqlAoFAqFQhHBKGVNoVAoFAqFIoJRyprG0nAL0ErasvxK9vDRluVvy7IHg45yPdR5th86wjlCgM5TxawpFAqFQqFQRDDKsqZQKBQKhUIRwShlTaFQKBQKhSKC6VDKmhBirBDiWyHEISHE/U62CyHEc+btXwshfhEOOZ3hhezTzDJ/LYT4WAgxKBxyusKT/DbjfimEMAohJoVSPnd4I7sQ4hIhxB4hRKEQ4sNQy+gKL743qUKI/wohvjLLfms45HSGEOJFIUSpEGKvi+0R+/8aSrz932prOPv8hRCdhRDvCyG+M//tFE4ZW4sQ4gwhxBYhxH7z/9/d5vXt7TzjhRA7be4zj5rXt6vzBBBCRAkhvhRCvGV+H5hzlFJ2iBcQBXwP9AJiga+A/g5jxgFvAwI4H/gs3HL7IPuFQCfz8hWRIru38tuM2wxsAiaFW24frn0asA/IMb9PD7fcPsg+F3jSvNwNOAnEhlt2szwjgV8Ae11sj8j/10j7jNvqy9nnDywE7jcv32/57rbVF5AF/MK8nAwcBPq3w/MUQJJ5OQb4zPw/267O03wevwfWAG+Z3wfkHDuSZW0ocEhK+YOUsgF4CbjGYcw1wEqp8SmQJoTICrWgTvAou5TyYynlKfPbT4HsEMvoDm+uPcBsYD1QGkrhPOCN7FOB16SURwCklJEivzeySyBZCCGAJDRlrSm0YjpHSrkNTR5XROr/ayjx9n+rzeHi878GWGFeXgFMCKVMgUZKeVRK+YV5uRrYD/Sg/Z2nlFLWmN/GmF+SdnaeQohsYDzwL5vVATnHjqSs9QB+tHlfYl7n65hw4KtcM9AsDpGCR/mFED2Aa4HFIZTLG7y59mcCnYQQW4UQu4UQN4dMOvd4I/vzQD/gZ+Ab4G4ppSk04rWaSP1/DSUd7RpkSCmPgqboAOlhlidgCCHygHPRrE7t7jzN7sE9aD/G35dStsfzfAa4F7C9hwbkHDuSsiacrHOsW+LNmHDgtVxCiFFoytp9QZXIN7yR/xngPimlMfji+IQ3skcD56H9ohoDPCSEODPYgnmBN7KPAfYA3YHBwPNCiJTgihUwIvX/NZSoa9AOEEIkoXkV5kgpq8ItTzCQUhqllIPRvD5DhRADwixSQBFCXAmUSil3B2P+6GBMGqGUAGfYvM9Gsyb4OiYceCWXEGIgmvn1CilleYhk8wZv5B8CvKR54+gKjBNCNEkpN4REQtd4+705IaWsBWqFENuAQWjxJ+HEG9lvBZ6QWkDFISHEYeBsYGdoRGwVkfr/Gko62jU4LoTIklIeNbu8IyXkwG+EEDFoitpqKeVr5tXt7jwtSCkrhBBbgbG0r/O8CLhaCDEOiAdShBD/IUDn2JEsa58DfYUQPYUQscBk4E2HMW8CN5uzzM4HKi3myzDjUXYhRA7wGnCTlDLcSoIjHuWXUvaUUuZJKfOAV4HfRoCiBt59b94ARgghooUQCcAwtNiTcOON7EeA0QBCiAzgLOCHkErpP5H6/xpKvPmM2xNvAreYl29B+99rs5hjRZcB+6WUT9tsam/n2U0IkWZe1gOXAQdoR+cppXxASpltfoZNBjZLKW8kQOfYYSxrUsomIcRdwLtoGVQvSikLhRCzzNsXo2UhjgMOAafRrA5hx0vZ/wR0Af5ptk41SSmHhEtmW7yUPyLxRnYp5X4hxDvA12ixCv+SUjotNxFKvLzufwaWCyG+QXOp3SelPBE2oW0QQqwFLgG6CiFKgIfRApMj+v81lLj6jMMsVkBw8fk/AawTQsxA+6FxffgkDAgXATcB35jjuUDL0G5v55kFrBBCRKEZidZJKd8SQnxC+zpPZwTks1TtphQKhUKhUCgimI7kBlUoFAqFQqFocyhlTaFQKBQKhSKCUcqaQqFQKBQKRQSjlDWFQqFQKBSKCEYpawqFQqFQKBQRjFLWFCFFCCGFEKts3kcLIcqEEG/5MMfjQohLhBAThBD3uxk3x7b1kxDij0KIA0KIvUKIr/xtCyWEeEoIcak/+yoUCoVC4StKWVOEmlpggLkwIsDlwE8+zjEMrX/excB2ZwOEENHAbcAa8/tZ5mMNlVIOAEbivFWPNywCXCqJCoWiYyOEMAoh9ph/GL5iLpbtbFyeEKJFTUYhxHQhxPPBl1TRVlDKmiIcvI3WRxNgCrDWssFc6fp9IcQXQoglQohiIURX87a/CiG+Bn4JfAL8Bvg/IcSfnBzjUuALKWWT+f1ctK4IVQBSykop5QrzvEVCiCeFEDvNrz7m9W9YrG9CiAIhxGrzvsVAFyFEZiAvikKhaDcYpJSDzT8MG4BZoTy4ufisoh2hlDVFOHgJmCyEiAcGolnJLDyM1qbjF8DrQI5lg5Ty/6EpaMvRFLavpZQDpZSPOTnGRcBuAPH/27ubEKvKOI7j398itBftRSJ6EUw0JYrGsqmBgqAyaqWEBQVBLdxZhNGuFyVo0yYoXAQuC1qURJQgvWpEjOnQKxaBUBSVZplpDE2/Fs8zcLzO3Dsz2dyT/j6be3nO/z7nnM3hf56X+5fmAfNsf9Plmg7ZHgSeoxSVB1gHPC7pRmADsL4Rv7ueIyKimx3Akl5BkhZL2iPp2tq0UNI2SXslPdGI2yrpY0mfS1rXaD8saZOkj4ChE34X0VdJ1mLW2f4EWEQZVXuj4/ANlGQO29uAgx3HVwAjlGLjX3Q5zYXAz/W7gF6lOl5qfA7V8/9IKeP1DrDB9i+N+J+Ai3r0GRGnsLoc43bg0x5xyyjF3O+3PVybB4F7gQFgraTx8oEP2L4GWAk8KGlBbT8T+Mz2dbZ3ntg7iX47ZWqDRuu8BjxDqf23oNE+4ToySQOUEbVLgP3AGaVZI8CQ7aMdPzkKzAWwfUjSH5IW256sSLkn+X4lcIDjE7O59RwREZ1Ob9T63EEp1j6Z8ynFve/sqOu63fYBAEmvUF5kd1EStDU1ZiGwlPKMGqMkfHESysha9MsWYJPtzjfOncBdAJJWAecC2B6xPQB8BVwOvA3cVteFTJQ0fcmxUw9PA89Lml/7nt+cQgDubnx+WGMGKW/FK4BHJF3aiL8M6Hux9ohopfE1awO219se7RL7G/Atxy+r6JwNsKSbgFsoL6hXAXuoL6XAn7bH/v2lRxslWYu+sP2d7WcnOLQRWCVpNyVR+gH4HcrmA+Cg7b+B5ba7TYO+SdnxOW4zZTpzuO6+eg840jg+p671eAh4WNIc4AXKlMP3lDVrW1ScRkkEd037xiMijjUKrAbuk3RPo/1WSefVnfOrgQ+AsynPwCOSlgPXz/bFRn/I7rWUJ2L21CRpzPZfkoaAzXVEbSZ9vQo8avvrHnH7gJW290+x3zXA1bYfm8l1RcTJTdJh22dNIW4R8LrtKySdA2wHnqLMKNxBWYe2BHjR9sb6fNwKXAzspUyhPmn73ameM/6fkqxFq0haCrxMGfUdpfzdxnD3X03a1zLgAtvv94jbx/SStbWU9SS/zuS6IiIipiPJWkRERESLZTdoRETEf6j+vcZbExy6eXzHZ0Q3GVmLiIiIaLHsBo2IiIhosSRrERERES2WZC0iIiKixZKsRURERLTYP/Nu1YskQVfdAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## Lets have a look at these\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,4))\n", "ax1.plot(Masotta_Cali['Mgno_Cpx'], \n", " Masotta_Cali['Na2O_Liq']+Masotta_Cali['K2O_Liq'],\n", " 'pk', mfc='yellow', ms=5, alpha=0.6, label='Masotta2013')\n", "\n", "ax1.plot(Petrelli_Cali['Mgno_Cpx'], \n", " Petrelli_Cali['Na2O_Liq']+Petrelli_Cali['K2O_Liq'],\n", " 'sk', mfc='blue', ms=3, alpha=0.6, label='Petrelli2020')\n", "\n", "ax1.plot(Neave_Cali['Mgno_Cpx'], \n", " Neave_Cali['Na2O_Liq']+Neave_Cali['K2O_Liq'],\n", " 'sk', mfc='red', label='Neave2017')\n", "\n", "ax1.plot(Brugman_Cali['Mgno_Cpx'], \n", " Brugman_Cali['Na2O_Liq']+Brugman_Cali['K2O_Liq'],\n", " 'ok', mfc='white', label='Brugman2019')\n", "# Then calc\n", "ax1.legend()\n", "ax1.set_xlabel('Mg# (Cpx)')\n", "ax1.set_ylabel('Na$_2$O + K$_2$O (Liq)')\n", "\n", "y2='T_K'\n", "x2='P_kbar'\n", "\n", "ax2.plot(Masotta_Cali[x2], \n", " Masotta_Cali[y2],\n", " 'pk', mfc='yellow', ms=5, alpha=0.6, label='Masotta2013')\n", "\n", "ax2.plot(Petrelli_Cali[x2], \n", " Petrelli_Cali[y2],\n", " 'sk', mfc='blue', ms=3, alpha=0.6, label='Petrelli2020')\n", "\n", "ax2.plot(Neave_Cali[x2], \n", " Neave_Cali[y2],\n", " 'sk', mfc='red', label='Neave2017')\n", "\n", "ax2.plot(Brugman_Cali[x2], \n", " Brugman_Cali[y2],\n", " 'ok', mfc='white', label='Brugman2019')\n", "\n", "ax2.set_xlabel(x2)\n", "ax2.set_ylabel(y2)" ] }, { "cell_type": "markdown", "id": "31a7ab5b-7328-44eb-b4ea-ee641b69900f", "metadata": {}, "source": [ "#### Example 2b: Using built in functions for plotting" ] }, { "cell_type": "code", "execution_count": 14, "id": "9f757d31-d23f-4a24-9879-49b9922ca822", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "a=pt.generic_cali_plot(df=Cpxs1, model=\"Neave2017\",\n", " x='Mgno_Cpx', y='Na2O_Cpx',\n", " order=\"cali bottom\", \n", " alpha_cali=1, alpha_data=0.2)" ] }, { "cell_type": "markdown", "id": "d71ab78d-37c0-4ba5-88a2-9ccf65dd66fd", "metadata": {}, "source": [ "- Lets say calculate P and T, then make plots with that" ] }, { "cell_type": "code", "execution_count": 15, "id": "ad0ff5c2-d600-419d-bf60-87ec8d7c2661", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Youve selected a P-independent function\n", "Youve selected a T-independent function\n" ] } ], "source": [ "PT_Pet20=pt.calculate_cpx_only_press_temp(cpx_comps=Cpxs1, equationP=\"P_Petrelli2020_Cpx_only\",\n", " equationT=\"T_Petrelli2020_Cpx_only\")" ] }, { "cell_type": "code", "execution_count": 16, "id": "a86ddce7-faad-4403-b53b-5c888111990f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "a=pt.generic_cali_plot(df=Cpxs1, model=\"Petrelli2020\",\n", " x='P_kbar', y='T_K', P_kbar=PT_Pet20['P_kbar_calc'],\n", " T_K=PT_Pet20['T_K_calc'],\n", " order=\"cali bottom\", \n", " alpha_cali=1, alpha_data=0.2)" ] }, { "cell_type": "markdown", "id": "3f02ab35-85b0-47c5-bd26-b1280629e416", "metadata": {}, "source": [ "## Example 3 - Assessing matched liquid - Cpx pairs" ] }, { "cell_type": "code", "execution_count": 17, "id": "5b4b4dde-f85b-4baa-9e37-571cd231c54e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Considering 29274 Liq-Cpx pairs, be patient if this is >>1 million!\n", "Youve selected a P-independent function\n", "Youve selected a P-independent function\n", "2207 Matches remaining after initial Kd filter. Now moving onto iterative calculations\n", "Youve selected a P-independent function\n", "Youve selected a T-independent function\n", "Youve selected a T-independent function\n", "Finished calculating Ps and Ts, now just averaging the results. Almost there!\n", "Done!\n" ] } ], "source": [ "# First, lets calculate matched Cpx-Liq pairs. \n", "cpx_liq_out=pt.calculate_cpx_liq_press_temp_matching(cpx_comps=Cpxs1, liq_comps=Liquids1, equationT=\"T_Mas2013_Talk2012\",\n", " equationP=\"P_Mas2013_Palk2012\")\n", "all_matches=cpx_liq_out['All_PTs']\n", "av_matches=cpx_liq_out['Av_PTs']" ] }, { "cell_type": "markdown", "id": "12de40f7-53db-44a3-be13-2d2ba68d5c13", "metadata": {}, "source": [ "### Lets plot them ontop of the previous figures" ] }, { "cell_type": "code", "execution_count": 18, "id": "c19e55b2-3a02-4eee-b89f-f10fb4127f4d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'T_K')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## Lets have a look at these\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,4))\n", "ax1.plot(Masotta_Cali['Mgno_Cpx'], \n", " Masotta_Cali['Na2O_Liq']+Masotta_Cali['K2O_Liq'],\n", " 'pk', mfc='yellow', ms=5, alpha=0.6, label='Masotta2013')\n", "\n", "ax1.plot(Petrelli_Cali['Mgno_Cpx'], \n", " Petrelli_Cali['Na2O_Liq']+Petrelli_Cali['K2O_Liq'],\n", " 'sk', mfc='blue', ms=3, alpha=0.6, label='Petrelli2020')\n", "\n", "ax1.plot(Neave_Cali['Mgno_Cpx'], \n", " Neave_Cali['Na2O_Liq']+Neave_Cali['K2O_Liq'],\n", " 'sk', mfc='red', label='Neave2017', alpha=0.6)\n", "\n", "ax1.plot(Brugman_Cali['Mgno_Cpx'], \n", " Brugman_Cali['Na2O_Liq']+Brugman_Cali['K2O_Liq'],\n", " 'ok', mfc='white', label='Brugman2019', alpha=0.6)\n", "\n", "ax1.plot(all_matches['Mgno_Cpx'], all_matches['Na2O_Liq']+all_matches['K2O_Liq'],\n", " '*c', ms=10, mfc='None', label='Data', alpha=1)\n", "# Then calc\n", "ax1.legend()\n", "ax1.set_xlabel('Mg# (Cpx)')\n", "ax1.set_ylabel('Na$_2$O + K$_2$O (Liq)')\n", "\n", "y2='T_K'\n", "x2='P_kbar'\n", "\n", "ax2.plot(Masotta_Cali[x2], \n", " Masotta_Cali[y2],\n", " 'pk', mfc='yellow', ms=5, label='Masotta2013', alpha=0.6)\n", "\n", "ax2.plot(Petrelli_Cali[x2], \n", " Petrelli_Cali[y2],\n", " 'sk', mfc='blue', ms=3, label='Petrelli2020', alpha=0.6)\n", "\n", "ax2.plot(Neave_Cali[x2], \n", " Neave_Cali[y2],\n", " 'sk', mfc='red', label='Neave2017', alpha=0.6)\n", "\n", "ax2.plot(Brugman_Cali[x2], \n", " Brugman_Cali[y2],\n", " 'ok', mfc='white', label='Brugman2019', alpha=0.6)\n", "\n", "ax2.plot( all_matches['P_kbar_calc'],all_matches['T_K_calc'], \n", " '*c', ms=10, mfc='None', label='Data', alpha=1)\n", "\n", "ax2.set_xlabel(x2)\n", "ax2.set_ylabel(y2)" ] }, { "cell_type": "markdown", "id": "c93f73d1-cbdb-49d5-959c-1b53696d86df", "metadata": {}, "source": [ "### Or you can plot on little diagram" ] }, { "cell_type": "code", "execution_count": 19, "id": "8cbac915-803d-42d8-9676-d98217d9a9e7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "a=pt.generic_cali_plot(df=all_matches, model=\"Petrelli2020\",\n", " x='Mgno_Cpx', y='T_K', P_kbar=all_matches['P_kbar_calc'],\n", " T_K=all_matches['T_K_calc'],\n", " order=\"cali bottom\", \n", " alpha_cali=1, alpha_data=0.2)" ] }, { "cell_type": "code", "execution_count": 20, "id": "b223acb6-b270-4ec3-a2cb-7645559f5bc9", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "a=pt.generic_cali_plot(df=all_matches, model=\"Masotta2013\",\n", " x='Mgno_Cpx', y='T_K', \n", " T_K=all_matches['T_K_calc'],\n", " order=\"cali bottom\", \n", " alpha_cali=1, alpha_data=0.2)" ] }, { "cell_type": "code", "execution_count": null, "id": "f0be7290-b494-42ff-8820-bc5abff75d10", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.12" } }, "nbformat": 4, "nbformat_minor": 5 }